Data pre-processed and analyzied from chat logs and web logs by Marcus Collins.

Analysis based on R-Scripts from Jacob LaRiviere.

R-Markdown and plots from Mike Wise.

Initialization of libraries

library(tidyverse,quietly=T,warn.conflicts=F)
library(lubridate,quietly=T,warn.conflicts=F)
library(scales,quietly=T,warn.conflicts=F)
library(zoo,quietly=T,warn.conflicts=F)
library(lmtest,quietly=T,warn.conflicts=F)
library(sandwich,quietly=T,warn.conflicts=F)
library(gridExtra,quietly=T,warn.conflicts = F)
library(knitr,quietly=T,warn.conflicts = F)

Set random seeds, record start time and version.

set.seed(1234)
version <-0.3
versionstring <- sprintf("Version %.1f",version)

starttime <- Sys.time()
startfmttime <- sprintf(format(starttime, "%d %b %Y - %H:%M:%S"))

print(sprintf("%s created on %s",versionstring,startfmttime))
## [1] "Version 0.3 created on 29 Apr 2017 - 17:28:12"

Various constants

tztz <- "UTC"  # Apparently all of our time zones are UTC...
s2date <- function(strdate){
  return(as.POSIXct(strdate,tz=tztz))
}
firstday <- s2date("2015-01-01")  # we will count days from the first day in 2015

smcdates <- c("2016-08-17/red/0-30%","2016-09-1/red/30-50%","2016-09-07/red/50-100%")
xbxdates <- c("2016-10-11/purple/0-10%","2016-10-18/purple/10-30%","2016-11-01/purple/30-50%","2016-12-15/purple/50-90%",
              "2016-11-17/blue/content change")
totdates <- c(smcdates,xbxdates)
smcback <- "lightsteelblue1"
xbxback <- "darkseagreen2"
xabback <- "darkseagreen3"
totback <- "wheat"

fpath <- "TorontoData"
sdate <- s2date("2016-06-01")
mdate <- s2date("2017-01-01")
edate <- s2date("2017-03-07")
verbose <- 2
justdoone <- T # for testing

Misc utility functions

crackdate <- function(datestr){
  sar <- unlist(strsplit(datestr,"/"))
  sdate <- sar[[1]]
  date <- s2date(sdate)
  val <- 0
  sval <- sar[[3]]
  levpart <- sar[[3]]
  pctpresent <- F
  if (grepl("%",levpart)){
    levpart <- gsub("%","",levpart)
    val <- as.numeric(unlist(strsplit(levpart,"-"))[[2]])
    sval <- gsub("-","_",levpart)
    pctpresent <- T
  }
  return(list(date=date,sdate=sdate,val=val,sval=sval,pctpresent=pctpresent))
}

addStepDateToVek <- function(dates,idx,dtvek,vvek){
  cd1 <- crackdate(dates[[idx]])
  if (!cd1$pctpresent){
    # if there is no % don't do anything
    return(vvek)
  }
  dt1 <- cd1$date
  if (idx<length(dates)){
    cd2 <- crackdate(dates[[idx+1]])
    dt2 <- cd2$date
  } else {
    dt2 <- max(dtvek)
  }
  #print("addstepdate")
  #print(dt1)
  #print(dt2)
  val <- cd1$val
  tochg <-  dt1<=dtvek & dtvek<= dt2
  vvek[ tochg ] <- val
  #print(sprintf("changed %d values to %d",sum(tochg),val))
  return(vvek)
}
getStepDates <- function(dates,dtvek){
 vvek <- rep(0,length(dtvek))
 for (i in 1:length(dates)){
   vvek <- addStepDateToVek(dates,i,dtvek,vvek)
 }
 return(vvek)
}
getSmcStepDates <- function(dtvek){
 return(getStepDates(smcdates,dtvek))
}
getXabStepDates <- function(dtvek){
 return(getStepDates(xbxdates,dtvek))
}

Plot functions

addVlinesAndText <- function(vlines,gp){
  if (is.null(vlines)) return(gp) # do nothing in this case
  
  # split the lines and convert to data.frame
  sar <- strsplit(vlines,"/")
  # the following reforms the date strings into a data.frame for geom_vline
  ldf <- data.frame(t(matrix(unlist(sar),length(sar[[1]]),length(sar)))) #tricky
  names(ldf) <- c("dt","clr","lab")
  ldf$dt <- s2date(ldf$dt)
  ldf$ndt <- as.numeric(ldf$dt)
  # add a newline to the front so as to display the text 
  # this keeps the text from writing on top of the vline
  
  ldf$lab <- paste0("\n",ldf$lab) 
  # now actually add the verticle lines and the text 
  gp <- gp + geom_vline(xintercept=ldf$ndt,color=ldf$clr) +
             annotate(geom="text",x=ldf$dt,y=0,label=ldf$lab,color=ldf$clr,hjust=0,angle=90,na.rm=T)
  return(gp)
}
addBackground <- function(backg,gp){
  if (is.null(backg)) return(gp) # do nothing in this case
  gp <- gp + theme(panel.background = element_rect(fill = backg))
  return(gp)
}
overdate <- function(ovdate,defdate){
  # date override
  rv <- defdate
  if (!is.null(ovdate)) { 
    rv <- ovdate
  }
  return(rv)
}
dailyplot <- function(ddf,x,y,mtit="",xlab="date",ylab=NULL,vlines=NULL,backg=NULL,series=NULL,
                      ovsdate=NULL,ovedate=NULL,rotxaxtxt=0){
  # Single series plot  with monthly breaks on the x-axis
  
  # override dates if needed
  dpsdate <- overdate(ovsdate,sdate)
  dpedate <- overdate(ovedate,edate)
  
  brkctrl <- "1 month"
  dltdays <- difftime(dpedate,dpsdate,"days") 
  if (dltdays<30) brkctrl <- "1 day"
  
  gp <- ggplot(ddf,aes_string(x=x,y=y)) + 
             geom_line(aes_string(color=series),na.rm=T)  +
             xlab(xlab) + ylab(ylab) + ggtitle(mtit) +
             scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate))

  gp <- addVlinesAndText(vlines,gp)

  gp <- addBackground(backg,gp)
  
  if (rotxaxtxt!=0){
    gp <- gp + theme(axis.text.x = element_text(angle = rotxaxtxt, hjust = 0))
  }

  return(gp)
}
residplot <- function(ddf,x,y,mtit="",xlab="date",ylab=NULL,vlines=NULL,backg=NULL,series=NULL,ovsdate=NULL,ovedate=NULL){
  # Single series plot  with monthly breaks on the x-axis
  
  # override dates if needed
  dpsdate <- overdate(ovsdate,sdate)
  dpedate <- overdate(ovedate,edate)
  
  brkctrl <- "1 month"
  dltdays <- difftime(dpedate,dpsdate,"days") 
  if (dltdays<30) brkctrl <- "1 day"
  
  gp <- ggplot(ddf,aes_string(x=x,y=y)) + 
             geom_point(aes_string(color=series),na.rm=T)  +
             xlab(xlab) + ylab(ylab) + ggtitle(mtit) +
             scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate)) +
             theme(axis.text.x = element_text(angle = 30, hjust = 1))

  gp <- addVlinesAndText(vlines,gp)

  gp <- addBackground(backg,gp)
  
  hp <- ggplot(ddf) + geom_histogram(aes_string(x=y),bins=30)
  hp <- addBackground(backg,hp)
  
  ghp <- grid.arrange(gp, hp, ncol=2,widths = c(2,1))

  return(ghp)
}

Read in consolidated chat, call, and session volume data

stload <- Sys.time()
tfname <- sprintf("%s/%s",fpath,"colsolidatedTorontoData02.csv")
condf <- read.csv(tfname)

minsessfilt <- 5000
nbef <- nrow(condf)
condf <- condf %>% filter(minsessfilt<actsess)
naft <- nrow(condf)
print(sprintf("Filtered %d of %d hours because sessions less than %d",(nbef-naft),naft,minsessfilt))
## [1] "Filtered 9 of 5814 hours because sessions less than 5000"
condf <- condf %>% mutate( dt = as.POSIXct(dt,tz=tztz) ) %>%
                   mutate( log_winchib = log(winchib) ) %>%
                   mutate( log_wincall = log(wincall) ) %>%
                   mutate( log_xbxchib = log(xbxchib) ) %>%
                   mutate( log_xbxcall = log(xbxcall) ) %>%
                   mutate( rate_winchib = winchib/actsess ) %>%
                   mutate( rate_wincall = wincall/actsess ) %>%
                   mutate( rate_xbxchib = xbxchib/actsess ) %>%
                   mutate( rate_xtkchib = xtkchib/actsess ) %>%
                   mutate( rate_xabchib = xabchib/actsess ) %>%
                   mutate( rate_xbxcall = xbxcall/actsess ) %>%
                   mutate( rate_xtkcall = xtkcall/actsess ) %>%
                   mutate( rate_xabcall = xabcall/actsess ) %>%
                   mutate( xbxchibdiff = xabchib-xtkchib ) %>%
                   mutate( xbxcalldiff = xabcall-xtkcall ) %>%
                   mutate( rate_xbxchibdiff = rate_xabchib-rate_xtkchib ) %>%
                   mutate( rate_xbxcalldiff = rate_xabcall-rate_xtkcall ) 

# condf <- condf %>% mutate( dt = as.POSIXct(dt,tz=tztz) ) %>%
#                    mutate( log_winchib = log(winchib) ) %>%
#                    mutate( log_wincall = log(wincall) ) %>%
#                    mutate( log_xbxchib = log(xbxchib) ) %>%
#                    mutate( log_xbxcall = log(xbxcall) ) %>%
#                    mutate( rate_winchib = winchib/actsess ) %>%
#                    mutate( rate_wincall = wincall/actsess ) %>%
#                    mutate( rate_xbxchib = xbxchib/actsess ) %>%
#                    mutate( rate_xbxcall = xbxcall/actsess ) 

dcondf <- condf %>% group_by(dnum) %>% summarise(dt=min(dt),
                                                 totchib=sum(totchib),winchib=sum(winchib),xbxchib=sum(xbxchib),
                                                 totcall=sum(totcall),wincall=sum(wincall),xbxcall=sum(xbxcall),
                                                 actsess=sum(actsess),actuser=sum(actuser)
                                                 )

elap <- as.numeric((Sys.time()-stload)[1],units="secs")
print(sprintf("Loading consolidated data took %.1f secs",elap))
## [1] "Loading consolidated data took 0.2 secs"

chats

if (verbose>=2){
  pltdf <- dcondf %>% gather(series,chib,-dt) %>% filter(series %in% c("totchib","winchib","xbxchib"))
  dailyplot(pltdf,"dt","chib",series="series",mtit="Chats In Block",ylab="Sum",vlines=totdates,backg=totback)
}

# calls

if (verbose>=2){
  pltdf <- dcondf %>% gather(series,call,-dt) %>% filter(series %in% c("totcall","wincall","xbxcall"))
  dailyplot(pltdf,"dt","call",series="series",mtit="Calls",ylab="Sum",vlines=totdates,backg=totback)
}

# sessions

if (verbose>=2){
  pltdf <- dcondf %>% gather(series,active,-dt) %>% filter(series %in% c("actsess","actuser"))
  dailyplot(pltdf,"dt","active",series="series",mtit="Sessions",ylab="Sum",vlines=totdates,backg=totback)
}

regression code

results1 <- list()
results2 <- list()
initResults <- function(){
  results1 <<- list()
  results2 <<- list()
}
  
addToResults1 <- function(newresults){
  results1[[length(results1)+1]] <<- newresults
}
addToResults2 <- function(newresults){
  results2[[length(results2)+1]] <<- newresults
}
listtodf <- function(lst){
  nr <- length(lst)    # rows
  if (nr==0) return(NULL)
  nvek <- names(lst[[1]])
  nc <- length(nvek)   # columns
  df <- data.frame(idx=1:nr) # preallocate length
  for (i in 1:nc){
    iname <- nvek[i]
    df[[iname]] <- sapply(lst,`[[`,iname)
  }
  return(df)
}
getResults1 <- function(){
  return(listtodf(results1))
}
getResults2 <- function(){
  return(listtodf(results2))
}

getregdf <- function(df,vname,discdate,befdays,aftdays,dates){
  
  # filter on time
  sregdate <- discdate - days(befdays)
  eregdate <- discdate + days(aftdays)
  df <- df %>% filter( sregdate <= dt & dt <= eregdate) 
  
  df <- df %>% mutate( hour=as.factor(hour(dt)) ) %>%
               mutate( dow=as.factor(wday(dt))) %>%  
               mutate( idx=1:nrow(df) ) 

  # add level variables
  cutidx <- which(df$dt==discdate)

    df <- df %>% mutate( lin1=if_else(idx<cutidx,idx-cutidx,0L)) %>%
                 mutate( lin2=if_else(idx<cutidx,0L,idx-cutidx)) %>%
                 mutate( lin0=1 ) %>%
                 mutate( postchange=if_else(idx<cutidx,0L,1L) )
  df <- df[complete.cases(df),]

  return(df)
}
formlist = list(
  formel1="%s ~ hour + dow + lin1 + lin2 + postchange",
  formel2a="%s ~ hour * dow - 1",
  formel2b="%s ~ lin1 + lin2 + postchange",
  formel2c="%s ~ D1 + D2 + DD",
  formeldid="%s ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW)"
#  formel2b="%s ~ lin0 + postchange"
)
doregression <- function(df,vname,formel,chgdate,befdays,aftdays){
  df <- getregdf(df,vname,chgdate,befdays,aftdays,dates)
  formstr <- sprintf(formlist[[formel]],vname)
  form <- as.formula(formstr)
  fit <- glm(form,data=df)
  summary_fit <- summary(fit)
  coeftest_fit <- coeftest(fit, vcov = vcovHC(fit, "HC1"))
  if (verbose>0){
    print(summary_fit)
    print(coeftest_fit)
  }
  df$resid <- resid(fit)
#  df$predicted <-  df[[vname]]-df$resid
  df$predicted <-  predict(fit,df)
  # for debugging
  ffit <<- fit
  sfit <<- summary_fit
  cfit <<- coeftest_fit
  return(list(df=df,formstr=formstr,fit=fit,sfit=summary_fit,cfit=coeftest_fit))
}
regress1 <- function(df,vname,area,backg,dates,chgdate,mtit1,befdays=7,aftdays=7,model="model1"){
  crk <- crackdate(chgdate)
  idx <- length(results1)+1
  
  htit <- sprintf("%d - Regression for %s %s on %s",idx,vname,model,chgdate)
  cat(sprintf("htmlesc<<h2,%s>>\n",htit))

  rv <- doregression(df,vname,"formel1",crk$date,befdays,aftdays)
  if (verbose>0){
    df1 <- rv$df %>%  gather_("series",vname,c(vname,"predicted"))
    mtit <- sprintf("%d - %s - %s",idx,mtit1,rv$formstr)
    plt <- dailyplot(df1,"dt",vname,series="series",mtit,ylab="Sum",
                     vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
    print(plt)
    mtit <- sprintf("%d - Residuals - %s - %s",idx,mtit1,rv$formstr)
    plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
                     vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
  }
  newresults <- list(var=vname,
                     title=mtit1,
                     chgDate=crk$sdate,
                     chgVal=crk$sval,
                     model=model,
                     formula=rv$formstr,
                     chgCoef.fit=rv$fit$coefficients["postchange"],
                     chgCoef.smry=rv$sfit$coefficients["postchange",1],
                     chgStd.smry=rv$sfit$coefficients["postchange",2],
                     chgTval.smry=rv$sfit$coefficients["postchange",3],
                     chgPval.smry=rv$sfit$coefficients["postchange",4],
                     chgZval.cfit=rv2$cfit["postchange","z value"],
                     chgPval.cfit=rv2$cfit["postchange","Pr(>|z|)"]                     
                     )
  addToResults1(newresults)
}
regress2 <- function(df,vname,area,backg,dates,chgdate,mtit1,befdays=7,aftdays=7,model="model2"){
  crk <- crackdate(chgdate)
  idx <- length(results1)+1
  
  htit <- sprintf("%d - Regression for %s %s on %s",idx,vname,model,chgdate)
  cat(sprintf("htmlesc<<h2,%s>>\n",htit))

  # step 1
  rv1 <- doregression(df,vname,"formel2a",crk$date,befdays,aftdays)
  if (verbose>0){
    df1 <- rv1$df %>%  gather_("series",vname,c(vname,"predicted"))
    mtit <- sprintf("%d - %s - %s",idx,mtit1,rv1$formstr)
    plt <- dailyplot(df1,"dt",vname,series="series",mtit,ylab="Sum",
                     vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
    print(plt)
    mtit <- sprintf("%d - Step 1 Residuals - %s - %s",idx,mtit1,rv1$formstr)
    plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
                     vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
  }
  newresults <- list(var=vname,
                     title=mtit1,
                     chgDate=crk$sdate,
                     chgVal=crk$sval,
                     model=model,
                     formula=rv1$formstr,
                     aic=rv1$fit$aic,
                     deviance=rv1$fit$dev
                     )
  addToResults1(newresults)
  
  # step 2
  df2 <- rv1$df
  df2$step1residuals <- rv1$fit$residuals
  vname2 <- "step1residuals"
  rv2 <- doregression(df2,vname2,"formel2b",crk$date,7,7)
  if (verbose>0){
    df1 <- rv2$df %>%  gather_("series",vname2,c(vname2,"predicted"))
    mtit <- sprintf("%d - %s - %s",idx,mtit1,rv2$formstr)
    plt <- dailyplot(df1,"dt",vname2,series="series",mtit,ylab="Sum",
                     vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
    print(plt)
    mtit <- sprintf("%d - Step 2 Residuals - %s - %s",idx,mtit1,rv2$formstr)
    plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
                     vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
  }

  newresults <- list(var=vname,
                     title=mtit1,
                     chgDate=crk$sdate,
                     chgVal=crk$sval,
                     model=model,
                     formula=rv2$formstr,
                     chgCoef.fit=rv2$fit$coefficients["postchange"],
                     chgCoef.smry=rv2$sfit$coefficients["postchange",1],
                     chgStd.smry=rv2$sfit$coefficients["postchange",2],
                     chgTval.smry=rv2$sfit$coefficients["postchange",3],
                     chgPval.smry=rv2$sfit$coefficients["postchange",4],
                     chgZval.cfit=rv2$cfit["postchange","z value"],
                     chgPval.cfit=rv2$cfit["postchange","Pr(>|z|)"]                     
                     )
  addToResults2(newresults)
}
doregressiondid <- function(df,vname,formel,verbosetxt=1){


  formstr <- sprintf(formlist[[formel]],vname)
  form <- as.formula(formstr)
  fit <- glm(form,data=df)
  summary_fit <- summary(fit)
  coeftest_fit <- coeftest(fit, vcov = vcovHC(fit, "HC1"))
  if (verbosetxt>1){
    print(summary_fit)
  }
  if (verbosetxt>0){
    print(coeftest_fit)
  }
  df$resid <- resid(fit)
#  df$predicted <-  df[[vname]]-df$resid
  df$predicted <-  predict(fit,df)
  # for debugging
  ffit <<- fit
  sfit <<- summary_fit
  cfit <<- coeftest_fit

  return(list(df=df,formstr=formstr,fit=fit,sfit=summary_fit,cfit=coeftest_fit))
}

#rdf2 <- getregdfdid(df2,vname,vname2,vname2,dates)
getregdfdid <- function(odf,vname,vname1,vname2,sdate,befdays=7,aftdays=7){
#print(head(odf))
print(vname1)
print(vname2)
  odf$DOW <- wday(odf$dt)
  odf$HOD <- hour(odf$dt)
  df <- odf[c("dt","HOD","DOW",vname1,vname2)]

  df <- df %>% gather(series,vname,c(-dt,-HOD,-DOW))
  df[vname] <- df$vname
  df$vname <- NULL
  

  print(sdate)
  crk <- crackdate(sdate)

  sregdate <- crk$date - days(befdays)
  eregdate <- crk$date + days(aftdays)
  print(sprintf("getregdfdid - sdate:%s sregdate:%s eregdate:%s",
                             sdate,sregdate,eregdate))
  
  df <- df %>% filter( sregdate<=dt & dt<= eregdate )
  
  scutidx <- which(df$dt==crk$date)
  print(crk$sdate)
  print(scutidx)
  print(sprintf("scutidx:%d",scutidx))
  
  df <- df  %>% mutate( D1 = ifelse(series==vname2,1L,0L) ) %>%
                mutate( idx = 1:nrow(df) ) %>%
                mutate( D2 = ifelse(dt>crk$date,1L,0L) ) %>%
                mutate( DD = D1*D2 )
  
  # git rid of columns no longer needed
  #df$series <- NULL
  #df$idx <- NULL

  print(summary(df))
  return(df)
}

idx <- 0
regressdid <- function(df,vname,vname_ctr,vname_trt,dates,chgdate,
                        area,backg,mtit1,befdays=7,aftdays=7,model="model-did"){

  idx <<- idx+1
  
  rdf <- getregdfdid(df,vname,vname_ctr,vname_trt,chgdate,befdays,aftdays)
  rv <- doregressiondid(rdf,vname,"formeldid")
  rrv <<- rv
  if (verbose>0){
  #  df1 <- rv$df %>%  gather_("series",vname,c(vname,"predicted"))
    
    # build plot dataframe
    pdf <- rv$df[c("dt","series",vname,"predicted")]
    pdf <- gather(pdf,nseries,value,-dt,-series)
    pdf$series <- paste(pdf$series,pdf$nseries,sep="-")
    pdf[vname] <- pdf$value

    mtit <- sprintf("%d - %s - %s",idx,mtit1,rv$formstr)
    plt <- dailyplot(pdf,"dt",vname,series="series",mtit,ylab="Sum",
                     vlines=chgdate,backg=backg,ovsdate=min(rv$df$dt),ovedate=max(rv$df$dt),rotxaxtxt=-30)
    suppressWarnings(print(plt))
    mtit <- sprintf("%d - DID Residuals - %s - %s",idx,mtit1,rv$formstr)
    plt <- residplot(rv$df,"dt","resid",mtit,ylab="Sum",
                     vlines=chgdate,backg=backg,ovsdate=min(rv$df$dt),ovedate=max(rv$df$dt))
  }
  crk <- crackdate(chgdate)
  newresults <- list(var=vname,
                     title=mtit1,
                     chgDate=crk$sdate,
                     chgVal=crk$sval,
                     model=model,
                     formula=rv$formstr,
                     chgCoef.fit=rv$fit$coefficients["DD"],
                     chgCoef.smry=rv$sfit$coefficients["DD",1],
                     chgStd.smry=rv$sfit$coefficients["DD",2],
                     chgTval.smry=rv$sfit$coefficients["DD",3],
                     chgPval.smry=rv$sfit$coefficients["DD",4],
                     chgZval.cfit=rv$cfit["DD","z value"],
                     chgPval.cfit=rv$cfit["DD","Pr(>|z|)"]                     
                     )
  addToResults1(newresults)
}

regressoverdatesdid <- function(model,df,vname,vname_ctr,vname_trt,area,title,befdays=7,aftdays=7){
  dates <- xbxdates
  backg <- xbxback
  atit <- sprintf("%s - %s",area,title)
  for (chgdate in dates){
    switch(model,
    "model-did"=regressdid(condf,vname,vname_ctr,vname_trt,dates,chgdate,
                                  area,backg,atit,befdays=befdays,aftdays=aftdays)
    )
  }
}
initResults()

justdoone <- F # for testing
verbose <- 2

# we just want DID with Xbox
m <- "model-did"
if (justdoone){
  regressoverdatesdid(m,condf,"chats","xtkchib","xabchib","Xbox","Hourly Chats")
} else {

  regressoverdatesdid(m,condf,"chats","xtkchib","xabchib","Xbox","Hourly Chats")
  regressoverdatesdid(m,condf,"log_chatss","xtkchib","xabchib","Xbox","log(Hourly Chats)")
  regressoverdatesdid(m,condf,"rate_chats","xtkchib","xabchib","Xbox","Hourly Chat Rate per Session")
  
  regressoverdatesdid(m,condf,"calls","xtkcall","xabcall","Xbox","Hourly Calls")
  regressoverdatesdid(m,condf,"log_calls","xtkcall","xabcall","Xbox","log(Hourly Calls)")
  regressoverdatesdid(m,condf,"rate_calls","xtkcall","xabcall","Xbox","Hourly Call Rate per Session")
}
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW      
##  Min.   :2016-10-04 00:00:00   Min.   : 0.00   Min.   :1.00  
##  1st Qu.:2016-10-07 13:15:00   1st Qu.: 5.00   1st Qu.:2.00  
##  Median :2016-10-11 05:00:00   Median :11.00   Median :4.00  
##  Mean   :2016-10-11 02:04:35   Mean   :11.40   Mean   :3.96  
##  3rd Qu.:2016-10-14 14:45:00   3rd Qu.:17.75   3rd Qu.:6.00  
##  Max.   :2016-10-18 00:00:00   Max.   :23.00   Max.   :7.00  
##     series              chats             D1           idx       
##  Length:654         Min.   :  4.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 53.0   1st Qu.:0.0   1st Qu.:164.2  
##  Mode  :character   Median : 96.0   Median :0.5   Median :327.5  
##                     Mean   :113.9   Mean   :0.5   Mean   :327.5  
##                     3rd Qu.:161.5   3rd Qu.:1.0   3rd Qu.:490.8  
##                     Max.   :360.0   Max.   :1.0   Max.   :654.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1.0000   Median :0.0000  
##  Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       245.91662   10.38747  23.6744 < 2.2e-16 ***
## D1                -86.52830    3.76201 -23.0005 < 2.2e-16 ***
## D2                 -8.87711    3.94792  -2.2486 0.0245407 *  
## DD                 -1.09075    5.21039  -0.2093 0.8341826    
## as.factor(HOD)1    -3.29905   14.11711  -0.2337 0.8152246    
## as.factor(HOD)2   -33.33476   11.66459  -2.8578 0.0042662 ** 
## as.factor(HOD)3   -57.62047   11.13471  -5.1749 2.281e-07 ***
## as.factor(HOD)4   -77.83476   10.56861  -7.3647 1.775e-13 ***
## as.factor(HOD)5  -102.04905   10.25826  -9.9480 < 2.2e-16 ***
## as.factor(HOD)6  -125.15619   10.41525 -12.0166 < 2.2e-16 ***
## as.factor(HOD)7  -145.69190   11.06941 -13.1617 < 2.2e-16 ***
## as.factor(HOD)8  -158.76749   11.84573 -13.4029 < 2.2e-16 ***
## as.factor(HOD)9  -157.42134   11.77632 -13.3676 < 2.2e-16 ***
## as.factor(HOD)10 -158.72903   11.72406 -13.5387 < 2.2e-16 ***
## as.factor(HOD)11 -154.19057   11.81496 -13.0504 < 2.2e-16 ***
## as.factor(HOD)12 -129.79905   10.83607 -11.9784 < 2.2e-16 ***
## as.factor(HOD)13 -111.01333   10.61556 -10.4576 < 2.2e-16 ***
## as.factor(HOD)14 -100.98290   10.50178  -9.6158 < 2.2e-16 ***
## as.factor(HOD)15  -77.85790   10.75975  -7.2360 4.620e-13 ***
## as.factor(HOD)16  -65.08476   10.52445  -6.1842 6.244e-10 ***
## as.factor(HOD)17  -58.58476   10.62405  -5.5144 3.501e-08 ***
## as.factor(HOD)18  -44.29905   10.59275  -4.1820 2.889e-05 ***
## as.factor(HOD)19  -46.22762   10.55418  -4.3800 1.187e-05 ***
## as.factor(HOD)20  -37.84442   11.36384  -3.3302 0.0008677 ***
## as.factor(HOD)21  -13.61365   11.65122  -1.1684 0.2426328    
## as.factor(HOD)22    0.34381   11.42357   0.0301 0.9759900    
## as.factor(HOD)23  -14.04905   13.09406  -1.0729 0.2833014    
## as.factor(DOW)2   -11.15550    4.79976  -2.3242 0.0201158 *  
## as.factor(DOW)3   -12.83911    4.77191  -2.6906 0.0071332 ** 
## as.factor(DOW)4    -8.97842    5.26881  -1.7041 0.0883680 .  
## as.factor(DOW)5    -8.66592    4.88870  -1.7726 0.0762880 .  
## as.factor(DOW)6   -14.44323    4.84195  -2.9829 0.0028549 ** 
## as.factor(DOW)7     8.08696    5.41016   1.4948 0.1349738    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW       
##  Min.   :2016-10-11 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-14 11:15:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-10-17 23:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-10-17 23:26:30   Mean   :11.41   Mean   :3.985  
##  3rd Qu.:2016-10-21 10:45:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-10-25 00:00:00   Max.   :23.00   Max.   :7.000  
##     series              chats             D1           idx       
##  Length:670         Min.   :  4.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 51.0   1st Qu.:0.0   1st Qu.:168.2  
##  Mode  :character   Median : 89.0   Median :0.5   Median :335.5  
##                     Mean   :107.5   Mean   :0.5   Mean   :335.5  
##                     3rd Qu.:147.8   3rd Qu.:1.0   3rd Qu.:502.8  
##                     Max.   :347.0   Max.   :1.0   Max.   :670.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       246.9763    10.1460  24.3421 < 2.2e-16 ***
## D1                -87.8698     3.5484 -24.7631 < 2.2e-16 ***
## D2                 -7.8322     3.5690  -2.1945 0.0282011 *  
## DD                 13.0505     4.7448   2.7505 0.0059506 ** 
## as.factor(HOD)1    -4.2558    12.5449  -0.3392 0.7344224    
## as.factor(HOD)2   -32.1844    11.1180  -2.8948 0.0037940 ** 
## as.factor(HOD)3   -62.1844    10.2852  -6.0460 1.485e-09 ***
## as.factor(HOD)4   -78.2201     9.3385  -8.3761 < 2.2e-16 ***
## as.factor(HOD)5  -100.5058     9.4335 -10.6542 < 2.2e-16 ***
## as.factor(HOD)6  -124.7558     9.9744 -12.5076 < 2.2e-16 ***
## as.factor(HOD)7  -142.9701    10.6765 -13.3911 < 2.2e-16 ***
## as.factor(HOD)8  -157.6487    10.8772 -14.4936 < 2.2e-16 ***
## as.factor(HOD)9  -155.5416    10.8387 -14.3505 < 2.2e-16 ***
## as.factor(HOD)10 -157.6487    10.9897 -14.3451 < 2.2e-16 ***
## as.factor(HOD)11 -150.9701    10.9087 -13.8394 < 2.2e-16 ***
## as.factor(HOD)12 -133.1844    10.2793 -12.9566 < 2.2e-16 ***
## as.factor(HOD)13 -113.9701    10.0153 -11.3796 < 2.2e-16 ***
## as.factor(HOD)14  -98.2916    10.0045  -9.8247 < 2.2e-16 ***
## as.factor(HOD)15  -79.0773    10.1641  -7.7801 7.249e-15 ***
## as.factor(HOD)16  -68.3987     9.9984  -6.8410 7.867e-12 ***
## as.factor(HOD)17  -63.5773     9.7816  -6.4997 8.048e-11 ***
## as.factor(HOD)18  -51.1487    10.2045  -5.0124 5.377e-07 ***
## as.factor(HOD)19  -42.9701    10.2243  -4.2027 2.637e-05 ***
## as.factor(HOD)20  -41.6130    10.7573  -3.8683 0.0001096 ***
## as.factor(HOD)21  -13.3360    11.3945  -1.1704 0.2418458    
## as.factor(HOD)22   -8.0667    11.0279  -0.7315 0.4644842    
## as.factor(HOD)23  -22.7916    11.4893  -1.9837 0.0472878 *  
## as.factor(DOW)2   -19.3437     4.5005  -4.2981 1.723e-05 ***
## as.factor(DOW)3   -16.6233     4.6451  -3.5786 0.0003454 ***
## as.factor(DOW)4   -25.9375     4.5395  -5.7137 1.106e-08 ***
## as.factor(DOW)5   -29.4479     4.3994  -6.6936 2.178e-11 ***
## as.factor(DOW)6   -21.0203     4.3372  -4.8465 1.257e-06 ***
## as.factor(DOW)7     3.9479     5.0532   0.7813 0.4346391    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-10-25 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-28 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-01 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-11-01 00:00:00   Mean   :11.47   Mean   :3.997  
##  3rd Qu.:2016-11-04 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-08 00:00:00   Max.   :23.00   Max.   :7.000  
##     series              chats              D1           idx       
##  Length:674         Min.   :  1.00   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 49.25   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 87.00   Median :0.5   Median :337.5  
##                     Mean   :106.29   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.:142.75   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :377.00   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       216.6104     9.9924  21.6774 < 2.2e-16 ***
## D1                -69.1479     3.1174 -22.1812 < 2.2e-16 ***
## D2                 22.6297     4.2429   5.3336 9.629e-08 ***
## DD                -12.6021     5.1258  -2.4585 0.0139504 *  
## as.factor(HOD)1    -8.2700    12.0031  -0.6890 0.4908293    
## as.factor(HOD)2   -35.2343    10.3793  -3.3947 0.0006871 ***
## as.factor(HOD)3   -55.5915    10.9721  -5.0666 4.050e-07 ***
## as.factor(HOD)4   -69.1629     9.9595  -6.9444 3.801e-12 ***
## as.factor(HOD)5   -90.8772     9.6884  -9.3800 < 2.2e-16 ***
## as.factor(HOD)6  -114.7343    10.4262 -11.0045 < 2.2e-16 ***
## as.factor(HOD)7  -137.5915    11.0738 -12.4249 < 2.2e-16 ***
## as.factor(HOD)8  -146.2343    10.6476 -13.7340 < 2.2e-16 ***
## as.factor(HOD)9  -148.2700    10.6496 -13.9225 < 2.2e-16 ***
## as.factor(HOD)10 -148.4486    10.5792 -14.0321 < 2.2e-16 ***
## as.factor(HOD)11 -148.3415    10.6434 -13.9375 < 2.2e-16 ***
## as.factor(HOD)12 -133.8415     9.9473 -13.4551 < 2.2e-16 ***
## as.factor(HOD)13 -113.0558     9.9066 -11.4121 < 2.2e-16 ***
## as.factor(HOD)14  -94.6272     9.8029  -9.6530 < 2.2e-16 ***
## as.factor(HOD)15  -78.5915    10.6607  -7.3721 1.680e-13 ***
## as.factor(HOD)16  -66.5558    10.3692  -6.4186 1.375e-10 ***
## as.factor(HOD)17  -57.3058    10.3309  -5.5470 2.906e-08 ***
## as.factor(HOD)18  -46.2343    10.5711  -4.3736 1.222e-05 ***
## as.factor(HOD)19  -32.0558    10.1686  -3.1524 0.0016191 ** 
## as.factor(HOD)20  -26.4843    10.2927  -2.5731 0.0100789 *  
## as.factor(HOD)21   -8.9129    11.4211  -0.7804 0.4351619    
## as.factor(HOD)22   -1.3058    12.2006  -0.1070 0.9147693    
## as.factor(HOD)23    1.1585    11.6792   0.0992 0.9209832    
## as.factor(DOW)2   -22.3750     4.7282  -4.7322 2.221e-06 ***
## as.factor(DOW)3    -9.8171     5.3105  -1.8486 0.0645154 .  
## as.factor(DOW)4   -18.9896     4.6692  -4.0670 4.762e-05 ***
## as.factor(DOW)5   -22.4167     4.5780  -4.8966 9.751e-07 ***
## as.factor(DOW)6   -12.9896     4.7451  -2.7374 0.0061918 ** 
## as.factor(DOW)7    11.3229     6.0284   1.8783 0.0603444 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-12-08 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-12-11 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-12-15 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-12-15 00:00:00   Mean   :11.47   Mean   :4.003  
##  3rd Qu.:2016-12-18 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-12-22 00:00:00   Max.   :23.00   Max.   :7.000  
##     series              chats             D1           idx       
##  Length:674         Min.   :  8.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 50.0   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 86.0   Median :0.5   Median :337.5  
##                     Mean   :108.7   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.:156.0   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :378.0   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       223.03603    8.78435  25.3902 < 2.2e-16 ***
## D1                -77.86391    3.24060 -24.0277 < 2.2e-16 ***
## D2                 23.59447    4.18814   5.6336 1.764e-08 ***
## DD                -14.84443    5.15541  -2.8794 0.0039845 ** 
## as.factor(HOD)1    -1.46866   12.52415  -0.1173 0.9066488    
## as.factor(HOD)2   -16.43295    9.70620  -1.6930 0.0904485 .  
## as.factor(HOD)3   -27.14724   10.09901  -2.6881 0.0071858 ** 
## as.factor(HOD)4   -50.68295    8.92235  -5.6804 1.343e-08 ***
## as.factor(HOD)5   -60.32581    8.22729  -7.3324 2.261e-13 ***
## as.factor(HOD)6   -83.14724    9.13623  -9.1008 < 2.2e-16 ***
## as.factor(HOD)7  -112.71866    9.51185 -11.8503 < 2.2e-16 ***
## as.factor(HOD)8  -131.04009    9.83831 -13.3194 < 2.2e-16 ***
## as.factor(HOD)9  -143.25438   10.38075 -13.8000 < 2.2e-16 ***
## as.factor(HOD)10 -143.61152   10.54440 -13.6197 < 2.2e-16 ***
## as.factor(HOD)11 -145.39724   10.63504 -13.6715 < 2.2e-16 ***
## as.factor(HOD)12 -138.50438   10.12024 -13.6859 < 2.2e-16 ***
## as.factor(HOD)13 -121.89724    9.51668 -12.8088 < 2.2e-16 ***
## as.factor(HOD)14 -103.86152    9.23198 -11.2502 < 2.2e-16 ***
## as.factor(HOD)15  -82.00438    8.94522  -9.1674 < 2.2e-16 ***
## as.factor(HOD)16  -64.82581    9.85671  -6.5768 4.806e-11 ***
## as.factor(HOD)17  -54.14724    8.59025  -6.3033 2.913e-10 ***
## as.factor(HOD)18  -42.57581    8.98862  -4.7366 2.173e-06 ***
## as.factor(HOD)19  -35.86152    9.46885  -3.7873 0.0001523 ***
## as.factor(HOD)20  -20.50438    8.83695  -2.3203 0.0203246 *  
## as.factor(HOD)21   -7.32581   10.82451  -0.6768 0.4985457    
## as.factor(HOD)22    4.56705   11.88405   0.3843 0.7007555    
## as.factor(HOD)23   -0.64724   11.06339  -0.0585 0.9533483    
## as.factor(DOW)2   -19.27083    4.92744  -3.9109 9.195e-05 ***
## as.factor(DOW)3   -16.90625    4.52565  -3.7357 0.0001872 ***
## as.factor(DOW)4   -15.09375    4.61762  -3.2687 0.0010803 ** 
## as.factor(DOW)5   -38.16539    4.41426  -8.6459 < 2.2e-16 ***
## as.factor(DOW)6   -36.47917    5.06691  -7.1995 6.044e-13 ***
## as.factor(DOW)7     2.36458    5.51165   0.4290 0.6679118    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD             DOW       
##  Min.   :2016-11-10 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-11-14 05:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-17 11:30:00   Median :11.50   Median :4.000  
##  Mean   :2016-11-17 06:44:19   Mean   :11.48   Mean   :4.089  
##  3rd Qu.:2016-11-20 18:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-24 00:00:00   Max.   :23.00   Max.   :7.000  
##     series              chats             D1           idx       
##  Length:628         Min.   :  2.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 51.0   1st Qu.:0.0   1st Qu.:157.8  
##  Mode  :character   Median : 95.0   Median :0.5   Median :314.5  
##                     Mean   :113.3   Mean   :0.5   Mean   :314.5  
##                     3rd Qu.:159.2   3rd Qu.:1.0   3rd Qu.:471.2  
##                     Max.   :357.0   Max.   :1.0   Max.   :628.0  
##        D2              DD        
##  Min.   :0.000   Min.   :0.0000  
##  1st Qu.:0.000   1st Qu.:0.0000  
##  Median :1.000   Median :0.0000  
##  Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       254.0885    10.3579  24.5309 < 2.2e-16 ***
## D1                -87.3836     4.3159 -20.2468 < 2.2e-16 ***
## D2                  2.3075     4.6719   0.4939 0.6213658    
## DD                  5.6336     5.5555   1.0140 0.3105597    
## as.factor(HOD)1     6.0896    11.8609   0.5134 0.6076574    
## as.factor(HOD)2   -15.2950    10.8457  -1.4102 0.1584690    
## as.factor(HOD)3   -36.6027     9.8609  -3.7119 0.0002057 ***
## as.factor(HOD)4   -65.9104    10.0611  -6.5510 5.716e-11 ***
## as.factor(HOD)5   -79.1027    10.8323  -7.3025 2.826e-13 ***
## as.factor(HOD)6  -110.4104     9.3255 -11.8396 < 2.2e-16 ***
## as.factor(HOD)7  -131.5258     9.3463 -14.0725 < 2.2e-16 ***
## as.factor(HOD)8  -140.1412     9.9437 -14.0935 < 2.2e-16 ***
## as.factor(HOD)9  -150.9489    10.0016 -15.0925 < 2.2e-16 ***
## as.factor(HOD)10 -154.0258    10.3452 -14.8887 < 2.2e-16 ***
## as.factor(HOD)11 -150.5642    10.2561 -14.6804 < 2.2e-16 ***
## as.factor(HOD)12 -146.2181     9.7952 -14.9276 < 2.2e-16 ***
## as.factor(HOD)13 -124.0258     9.4397 -13.1388 < 2.2e-16 ***
## as.factor(HOD)14 -103.6027     9.1965 -11.2655 < 2.2e-16 ***
## as.factor(HOD)15  -87.6027     9.0296  -9.7018 < 2.2e-16 ***
## as.factor(HOD)16  -69.3737     9.7299  -7.1300 1.004e-12 ***
## as.factor(HOD)17  -51.1927     9.6459  -5.3072 1.113e-07 ***
## as.factor(HOD)18  -49.4619     9.1389  -5.4123 6.223e-08 ***
## as.factor(HOD)19  -41.5773    10.1152  -4.1104 3.950e-05 ***
## as.factor(HOD)20  -26.5773    10.6987  -2.4842 0.0129858 *  
## as.factor(HOD)21  -14.3465    10.5477  -1.3601 0.1737826    
## as.factor(HOD)22   -5.1542    11.4419  -0.4505 0.6523719    
## as.factor(HOD)23   -7.4619    11.3561  -0.6571 0.5111267    
## as.factor(DOW)2   -26.6971     6.1653  -4.3302 1.489e-05 ***
## as.factor(DOW)3   -33.4783     6.0095  -5.5709 2.534e-08 ***
## as.factor(DOW)4   -26.3013     6.1568  -4.2719 1.938e-05 ***
## as.factor(DOW)5   -45.2318     6.1041  -7.4101 1.262e-13 ***
## as.factor(DOW)6   -30.9679     6.0444  -5.1234 3.001e-07 ***
## as.factor(DOW)7   -15.1696     7.4459  -2.0373 0.0416187 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW      
##  Min.   :2016-10-04 00:00:00   Min.   : 0.00   Min.   :1.00  
##  1st Qu.:2016-10-07 13:15:00   1st Qu.: 5.00   1st Qu.:2.00  
##  Median :2016-10-11 05:00:00   Median :11.00   Median :4.00  
##  Mean   :2016-10-11 02:04:35   Mean   :11.40   Mean   :3.96  
##  3rd Qu.:2016-10-14 14:45:00   3rd Qu.:17.75   3rd Qu.:6.00  
##  Max.   :2016-10-18 00:00:00   Max.   :23.00   Max.   :7.00  
##     series            log_chatss          D1           idx       
##  Length:654         Min.   :  4.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 53.0   1st Qu.:0.0   1st Qu.:164.2  
##  Mode  :character   Median : 96.0   Median :0.5   Median :327.5  
##                     Mean   :113.9   Mean   :0.5   Mean   :327.5  
##                     3rd Qu.:161.5   3rd Qu.:1.0   3rd Qu.:490.8  
##                     Max.   :360.0   Max.   :1.0   Max.   :654.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1.0000   Median :0.0000  
##  Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       245.91662   10.38747  23.6744 < 2.2e-16 ***
## D1                -86.52830    3.76201 -23.0005 < 2.2e-16 ***
## D2                 -8.87711    3.94792  -2.2486 0.0245407 *  
## DD                 -1.09075    5.21039  -0.2093 0.8341826    
## as.factor(HOD)1    -3.29905   14.11711  -0.2337 0.8152246    
## as.factor(HOD)2   -33.33476   11.66459  -2.8578 0.0042662 ** 
## as.factor(HOD)3   -57.62047   11.13471  -5.1749 2.281e-07 ***
## as.factor(HOD)4   -77.83476   10.56861  -7.3647 1.775e-13 ***
## as.factor(HOD)5  -102.04905   10.25826  -9.9480 < 2.2e-16 ***
## as.factor(HOD)6  -125.15619   10.41525 -12.0166 < 2.2e-16 ***
## as.factor(HOD)7  -145.69190   11.06941 -13.1617 < 2.2e-16 ***
## as.factor(HOD)8  -158.76749   11.84573 -13.4029 < 2.2e-16 ***
## as.factor(HOD)9  -157.42134   11.77632 -13.3676 < 2.2e-16 ***
## as.factor(HOD)10 -158.72903   11.72406 -13.5387 < 2.2e-16 ***
## as.factor(HOD)11 -154.19057   11.81496 -13.0504 < 2.2e-16 ***
## as.factor(HOD)12 -129.79905   10.83607 -11.9784 < 2.2e-16 ***
## as.factor(HOD)13 -111.01333   10.61556 -10.4576 < 2.2e-16 ***
## as.factor(HOD)14 -100.98290   10.50178  -9.6158 < 2.2e-16 ***
## as.factor(HOD)15  -77.85790   10.75975  -7.2360 4.620e-13 ***
## as.factor(HOD)16  -65.08476   10.52445  -6.1842 6.244e-10 ***
## as.factor(HOD)17  -58.58476   10.62405  -5.5144 3.501e-08 ***
## as.factor(HOD)18  -44.29905   10.59275  -4.1820 2.889e-05 ***
## as.factor(HOD)19  -46.22762   10.55418  -4.3800 1.187e-05 ***
## as.factor(HOD)20  -37.84442   11.36384  -3.3302 0.0008677 ***
## as.factor(HOD)21  -13.61365   11.65122  -1.1684 0.2426328    
## as.factor(HOD)22    0.34381   11.42357   0.0301 0.9759900    
## as.factor(HOD)23  -14.04905   13.09406  -1.0729 0.2833014    
## as.factor(DOW)2   -11.15550    4.79976  -2.3242 0.0201158 *  
## as.factor(DOW)3   -12.83911    4.77191  -2.6906 0.0071332 ** 
## as.factor(DOW)4    -8.97842    5.26881  -1.7041 0.0883680 .  
## as.factor(DOW)5    -8.66592    4.88870  -1.7726 0.0762880 .  
## as.factor(DOW)6   -14.44323    4.84195  -2.9829 0.0028549 ** 
## as.factor(DOW)7     8.08696    5.41016   1.4948 0.1349738    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW       
##  Min.   :2016-10-11 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-14 11:15:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-10-17 23:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-10-17 23:26:30   Mean   :11.41   Mean   :3.985  
##  3rd Qu.:2016-10-21 10:45:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-10-25 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            log_chatss          D1           idx       
##  Length:670         Min.   :  4.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 51.0   1st Qu.:0.0   1st Qu.:168.2  
##  Mode  :character   Median : 89.0   Median :0.5   Median :335.5  
##                     Mean   :107.5   Mean   :0.5   Mean   :335.5  
##                     3rd Qu.:147.8   3rd Qu.:1.0   3rd Qu.:502.8  
##                     Max.   :347.0   Max.   :1.0   Max.   :670.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       246.9763    10.1460  24.3421 < 2.2e-16 ***
## D1                -87.8698     3.5484 -24.7631 < 2.2e-16 ***
## D2                 -7.8322     3.5690  -2.1945 0.0282011 *  
## DD                 13.0505     4.7448   2.7505 0.0059506 ** 
## as.factor(HOD)1    -4.2558    12.5449  -0.3392 0.7344224    
## as.factor(HOD)2   -32.1844    11.1180  -2.8948 0.0037940 ** 
## as.factor(HOD)3   -62.1844    10.2852  -6.0460 1.485e-09 ***
## as.factor(HOD)4   -78.2201     9.3385  -8.3761 < 2.2e-16 ***
## as.factor(HOD)5  -100.5058     9.4335 -10.6542 < 2.2e-16 ***
## as.factor(HOD)6  -124.7558     9.9744 -12.5076 < 2.2e-16 ***
## as.factor(HOD)7  -142.9701    10.6765 -13.3911 < 2.2e-16 ***
## as.factor(HOD)8  -157.6487    10.8772 -14.4936 < 2.2e-16 ***
## as.factor(HOD)9  -155.5416    10.8387 -14.3505 < 2.2e-16 ***
## as.factor(HOD)10 -157.6487    10.9897 -14.3451 < 2.2e-16 ***
## as.factor(HOD)11 -150.9701    10.9087 -13.8394 < 2.2e-16 ***
## as.factor(HOD)12 -133.1844    10.2793 -12.9566 < 2.2e-16 ***
## as.factor(HOD)13 -113.9701    10.0153 -11.3796 < 2.2e-16 ***
## as.factor(HOD)14  -98.2916    10.0045  -9.8247 < 2.2e-16 ***
## as.factor(HOD)15  -79.0773    10.1641  -7.7801 7.249e-15 ***
## as.factor(HOD)16  -68.3987     9.9984  -6.8410 7.867e-12 ***
## as.factor(HOD)17  -63.5773     9.7816  -6.4997 8.048e-11 ***
## as.factor(HOD)18  -51.1487    10.2045  -5.0124 5.377e-07 ***
## as.factor(HOD)19  -42.9701    10.2243  -4.2027 2.637e-05 ***
## as.factor(HOD)20  -41.6130    10.7573  -3.8683 0.0001096 ***
## as.factor(HOD)21  -13.3360    11.3945  -1.1704 0.2418458    
## as.factor(HOD)22   -8.0667    11.0279  -0.7315 0.4644842    
## as.factor(HOD)23  -22.7916    11.4893  -1.9837 0.0472878 *  
## as.factor(DOW)2   -19.3437     4.5005  -4.2981 1.723e-05 ***
## as.factor(DOW)3   -16.6233     4.6451  -3.5786 0.0003454 ***
## as.factor(DOW)4   -25.9375     4.5395  -5.7137 1.106e-08 ***
## as.factor(DOW)5   -29.4479     4.3994  -6.6936 2.178e-11 ***
## as.factor(DOW)6   -21.0203     4.3372  -4.8465 1.257e-06 ***
## as.factor(DOW)7     3.9479     5.0532   0.7813 0.4346391    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-10-25 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-28 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-01 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-11-01 00:00:00   Mean   :11.47   Mean   :3.997  
##  3rd Qu.:2016-11-04 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-08 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            log_chatss           D1           idx       
##  Length:674         Min.   :  1.00   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 49.25   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 87.00   Median :0.5   Median :337.5  
##                     Mean   :106.29   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.:142.75   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :377.00   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       216.6104     9.9924  21.6774 < 2.2e-16 ***
## D1                -69.1479     3.1174 -22.1812 < 2.2e-16 ***
## D2                 22.6297     4.2429   5.3336 9.629e-08 ***
## DD                -12.6021     5.1258  -2.4585 0.0139504 *  
## as.factor(HOD)1    -8.2700    12.0031  -0.6890 0.4908293    
## as.factor(HOD)2   -35.2343    10.3793  -3.3947 0.0006871 ***
## as.factor(HOD)3   -55.5915    10.9721  -5.0666 4.050e-07 ***
## as.factor(HOD)4   -69.1629     9.9595  -6.9444 3.801e-12 ***
## as.factor(HOD)5   -90.8772     9.6884  -9.3800 < 2.2e-16 ***
## as.factor(HOD)6  -114.7343    10.4262 -11.0045 < 2.2e-16 ***
## as.factor(HOD)7  -137.5915    11.0738 -12.4249 < 2.2e-16 ***
## as.factor(HOD)8  -146.2343    10.6476 -13.7340 < 2.2e-16 ***
## as.factor(HOD)9  -148.2700    10.6496 -13.9225 < 2.2e-16 ***
## as.factor(HOD)10 -148.4486    10.5792 -14.0321 < 2.2e-16 ***
## as.factor(HOD)11 -148.3415    10.6434 -13.9375 < 2.2e-16 ***
## as.factor(HOD)12 -133.8415     9.9473 -13.4551 < 2.2e-16 ***
## as.factor(HOD)13 -113.0558     9.9066 -11.4121 < 2.2e-16 ***
## as.factor(HOD)14  -94.6272     9.8029  -9.6530 < 2.2e-16 ***
## as.factor(HOD)15  -78.5915    10.6607  -7.3721 1.680e-13 ***
## as.factor(HOD)16  -66.5558    10.3692  -6.4186 1.375e-10 ***
## as.factor(HOD)17  -57.3058    10.3309  -5.5470 2.906e-08 ***
## as.factor(HOD)18  -46.2343    10.5711  -4.3736 1.222e-05 ***
## as.factor(HOD)19  -32.0558    10.1686  -3.1524 0.0016191 ** 
## as.factor(HOD)20  -26.4843    10.2927  -2.5731 0.0100789 *  
## as.factor(HOD)21   -8.9129    11.4211  -0.7804 0.4351619    
## as.factor(HOD)22   -1.3058    12.2006  -0.1070 0.9147693    
## as.factor(HOD)23    1.1585    11.6792   0.0992 0.9209832    
## as.factor(DOW)2   -22.3750     4.7282  -4.7322 2.221e-06 ***
## as.factor(DOW)3    -9.8171     5.3105  -1.8486 0.0645154 .  
## as.factor(DOW)4   -18.9896     4.6692  -4.0670 4.762e-05 ***
## as.factor(DOW)5   -22.4167     4.5780  -4.8966 9.751e-07 ***
## as.factor(DOW)6   -12.9896     4.7451  -2.7374 0.0061918 ** 
## as.factor(DOW)7    11.3229     6.0284   1.8783 0.0603444 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-12-08 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-12-11 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-12-15 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-12-15 00:00:00   Mean   :11.47   Mean   :4.003  
##  3rd Qu.:2016-12-18 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-12-22 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            log_chatss          D1           idx       
##  Length:674         Min.   :  8.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 50.0   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 86.0   Median :0.5   Median :337.5  
##                     Mean   :108.7   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.:156.0   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :378.0   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       223.03603    8.78435  25.3902 < 2.2e-16 ***
## D1                -77.86391    3.24060 -24.0277 < 2.2e-16 ***
## D2                 23.59447    4.18814   5.6336 1.764e-08 ***
## DD                -14.84443    5.15541  -2.8794 0.0039845 ** 
## as.factor(HOD)1    -1.46866   12.52415  -0.1173 0.9066488    
## as.factor(HOD)2   -16.43295    9.70620  -1.6930 0.0904485 .  
## as.factor(HOD)3   -27.14724   10.09901  -2.6881 0.0071858 ** 
## as.factor(HOD)4   -50.68295    8.92235  -5.6804 1.343e-08 ***
## as.factor(HOD)5   -60.32581    8.22729  -7.3324 2.261e-13 ***
## as.factor(HOD)6   -83.14724    9.13623  -9.1008 < 2.2e-16 ***
## as.factor(HOD)7  -112.71866    9.51185 -11.8503 < 2.2e-16 ***
## as.factor(HOD)8  -131.04009    9.83831 -13.3194 < 2.2e-16 ***
## as.factor(HOD)9  -143.25438   10.38075 -13.8000 < 2.2e-16 ***
## as.factor(HOD)10 -143.61152   10.54440 -13.6197 < 2.2e-16 ***
## as.factor(HOD)11 -145.39724   10.63504 -13.6715 < 2.2e-16 ***
## as.factor(HOD)12 -138.50438   10.12024 -13.6859 < 2.2e-16 ***
## as.factor(HOD)13 -121.89724    9.51668 -12.8088 < 2.2e-16 ***
## as.factor(HOD)14 -103.86152    9.23198 -11.2502 < 2.2e-16 ***
## as.factor(HOD)15  -82.00438    8.94522  -9.1674 < 2.2e-16 ***
## as.factor(HOD)16  -64.82581    9.85671  -6.5768 4.806e-11 ***
## as.factor(HOD)17  -54.14724    8.59025  -6.3033 2.913e-10 ***
## as.factor(HOD)18  -42.57581    8.98862  -4.7366 2.173e-06 ***
## as.factor(HOD)19  -35.86152    9.46885  -3.7873 0.0001523 ***
## as.factor(HOD)20  -20.50438    8.83695  -2.3203 0.0203246 *  
## as.factor(HOD)21   -7.32581   10.82451  -0.6768 0.4985457    
## as.factor(HOD)22    4.56705   11.88405   0.3843 0.7007555    
## as.factor(HOD)23   -0.64724   11.06339  -0.0585 0.9533483    
## as.factor(DOW)2   -19.27083    4.92744  -3.9109 9.195e-05 ***
## as.factor(DOW)3   -16.90625    4.52565  -3.7357 0.0001872 ***
## as.factor(DOW)4   -15.09375    4.61762  -3.2687 0.0010803 ** 
## as.factor(DOW)5   -38.16539    4.41426  -8.6459 < 2.2e-16 ***
## as.factor(DOW)6   -36.47917    5.06691  -7.1995 6.044e-13 ***
## as.factor(DOW)7     2.36458    5.51165   0.4290 0.6679118    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD             DOW       
##  Min.   :2016-11-10 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-11-14 05:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-17 11:30:00   Median :11.50   Median :4.000  
##  Mean   :2016-11-17 06:44:19   Mean   :11.48   Mean   :4.089  
##  3rd Qu.:2016-11-20 18:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-24 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            log_chatss          D1           idx       
##  Length:628         Min.   :  2.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 51.0   1st Qu.:0.0   1st Qu.:157.8  
##  Mode  :character   Median : 95.0   Median :0.5   Median :314.5  
##                     Mean   :113.3   Mean   :0.5   Mean   :314.5  
##                     3rd Qu.:159.2   3rd Qu.:1.0   3rd Qu.:471.2  
##                     Max.   :357.0   Max.   :1.0   Max.   :628.0  
##        D2              DD        
##  Min.   :0.000   Min.   :0.0000  
##  1st Qu.:0.000   1st Qu.:0.0000  
##  Median :1.000   Median :0.0000  
##  Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       254.0885    10.3579  24.5309 < 2.2e-16 ***
## D1                -87.3836     4.3159 -20.2468 < 2.2e-16 ***
## D2                  2.3075     4.6719   0.4939 0.6213658    
## DD                  5.6336     5.5555   1.0140 0.3105597    
## as.factor(HOD)1     6.0896    11.8609   0.5134 0.6076574    
## as.factor(HOD)2   -15.2950    10.8457  -1.4102 0.1584690    
## as.factor(HOD)3   -36.6027     9.8609  -3.7119 0.0002057 ***
## as.factor(HOD)4   -65.9104    10.0611  -6.5510 5.716e-11 ***
## as.factor(HOD)5   -79.1027    10.8323  -7.3025 2.826e-13 ***
## as.factor(HOD)6  -110.4104     9.3255 -11.8396 < 2.2e-16 ***
## as.factor(HOD)7  -131.5258     9.3463 -14.0725 < 2.2e-16 ***
## as.factor(HOD)8  -140.1412     9.9437 -14.0935 < 2.2e-16 ***
## as.factor(HOD)9  -150.9489    10.0016 -15.0925 < 2.2e-16 ***
## as.factor(HOD)10 -154.0258    10.3452 -14.8887 < 2.2e-16 ***
## as.factor(HOD)11 -150.5642    10.2561 -14.6804 < 2.2e-16 ***
## as.factor(HOD)12 -146.2181     9.7952 -14.9276 < 2.2e-16 ***
## as.factor(HOD)13 -124.0258     9.4397 -13.1388 < 2.2e-16 ***
## as.factor(HOD)14 -103.6027     9.1965 -11.2655 < 2.2e-16 ***
## as.factor(HOD)15  -87.6027     9.0296  -9.7018 < 2.2e-16 ***
## as.factor(HOD)16  -69.3737     9.7299  -7.1300 1.004e-12 ***
## as.factor(HOD)17  -51.1927     9.6459  -5.3072 1.113e-07 ***
## as.factor(HOD)18  -49.4619     9.1389  -5.4123 6.223e-08 ***
## as.factor(HOD)19  -41.5773    10.1152  -4.1104 3.950e-05 ***
## as.factor(HOD)20  -26.5773    10.6987  -2.4842 0.0129858 *  
## as.factor(HOD)21  -14.3465    10.5477  -1.3601 0.1737826    
## as.factor(HOD)22   -5.1542    11.4419  -0.4505 0.6523719    
## as.factor(HOD)23   -7.4619    11.3561  -0.6571 0.5111267    
## as.factor(DOW)2   -26.6971     6.1653  -4.3302 1.489e-05 ***
## as.factor(DOW)3   -33.4783     6.0095  -5.5709 2.534e-08 ***
## as.factor(DOW)4   -26.3013     6.1568  -4.2719 1.938e-05 ***
## as.factor(DOW)5   -45.2318     6.1041  -7.4101 1.262e-13 ***
## as.factor(DOW)6   -30.9679     6.0444  -5.1234 3.001e-07 ***
## as.factor(DOW)7   -15.1696     7.4459  -2.0373 0.0416187 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW      
##  Min.   :2016-10-04 00:00:00   Min.   : 0.00   Min.   :1.00  
##  1st Qu.:2016-10-07 13:15:00   1st Qu.: 5.00   1st Qu.:2.00  
##  Median :2016-10-11 05:00:00   Median :11.00   Median :4.00  
##  Mean   :2016-10-11 02:04:35   Mean   :11.40   Mean   :3.96  
##  3rd Qu.:2016-10-14 14:45:00   3rd Qu.:17.75   3rd Qu.:6.00  
##  Max.   :2016-10-18 00:00:00   Max.   :23.00   Max.   :7.00  
##     series            rate_chats          D1           idx       
##  Length:654         Min.   :  4.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 53.0   1st Qu.:0.0   1st Qu.:164.2  
##  Mode  :character   Median : 96.0   Median :0.5   Median :327.5  
##                     Mean   :113.9   Mean   :0.5   Mean   :327.5  
##                     3rd Qu.:161.5   3rd Qu.:1.0   3rd Qu.:490.8  
##                     Max.   :360.0   Max.   :1.0   Max.   :654.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1.0000   Median :0.0000  
##  Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       245.91662   10.38747  23.6744 < 2.2e-16 ***
## D1                -86.52830    3.76201 -23.0005 < 2.2e-16 ***
## D2                 -8.87711    3.94792  -2.2486 0.0245407 *  
## DD                 -1.09075    5.21039  -0.2093 0.8341826    
## as.factor(HOD)1    -3.29905   14.11711  -0.2337 0.8152246    
## as.factor(HOD)2   -33.33476   11.66459  -2.8578 0.0042662 ** 
## as.factor(HOD)3   -57.62047   11.13471  -5.1749 2.281e-07 ***
## as.factor(HOD)4   -77.83476   10.56861  -7.3647 1.775e-13 ***
## as.factor(HOD)5  -102.04905   10.25826  -9.9480 < 2.2e-16 ***
## as.factor(HOD)6  -125.15619   10.41525 -12.0166 < 2.2e-16 ***
## as.factor(HOD)7  -145.69190   11.06941 -13.1617 < 2.2e-16 ***
## as.factor(HOD)8  -158.76749   11.84573 -13.4029 < 2.2e-16 ***
## as.factor(HOD)9  -157.42134   11.77632 -13.3676 < 2.2e-16 ***
## as.factor(HOD)10 -158.72903   11.72406 -13.5387 < 2.2e-16 ***
## as.factor(HOD)11 -154.19057   11.81496 -13.0504 < 2.2e-16 ***
## as.factor(HOD)12 -129.79905   10.83607 -11.9784 < 2.2e-16 ***
## as.factor(HOD)13 -111.01333   10.61556 -10.4576 < 2.2e-16 ***
## as.factor(HOD)14 -100.98290   10.50178  -9.6158 < 2.2e-16 ***
## as.factor(HOD)15  -77.85790   10.75975  -7.2360 4.620e-13 ***
## as.factor(HOD)16  -65.08476   10.52445  -6.1842 6.244e-10 ***
## as.factor(HOD)17  -58.58476   10.62405  -5.5144 3.501e-08 ***
## as.factor(HOD)18  -44.29905   10.59275  -4.1820 2.889e-05 ***
## as.factor(HOD)19  -46.22762   10.55418  -4.3800 1.187e-05 ***
## as.factor(HOD)20  -37.84442   11.36384  -3.3302 0.0008677 ***
## as.factor(HOD)21  -13.61365   11.65122  -1.1684 0.2426328    
## as.factor(HOD)22    0.34381   11.42357   0.0301 0.9759900    
## as.factor(HOD)23  -14.04905   13.09406  -1.0729 0.2833014    
## as.factor(DOW)2   -11.15550    4.79976  -2.3242 0.0201158 *  
## as.factor(DOW)3   -12.83911    4.77191  -2.6906 0.0071332 ** 
## as.factor(DOW)4    -8.97842    5.26881  -1.7041 0.0883680 .  
## as.factor(DOW)5    -8.66592    4.88870  -1.7726 0.0762880 .  
## as.factor(DOW)6   -14.44323    4.84195  -2.9829 0.0028549 ** 
## as.factor(DOW)7     8.08696    5.41016   1.4948 0.1349738    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW       
##  Min.   :2016-10-11 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-14 11:15:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-10-17 23:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-10-17 23:26:30   Mean   :11.41   Mean   :3.985  
##  3rd Qu.:2016-10-21 10:45:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-10-25 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            rate_chats          D1           idx       
##  Length:670         Min.   :  4.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 51.0   1st Qu.:0.0   1st Qu.:168.2  
##  Mode  :character   Median : 89.0   Median :0.5   Median :335.5  
##                     Mean   :107.5   Mean   :0.5   Mean   :335.5  
##                     3rd Qu.:147.8   3rd Qu.:1.0   3rd Qu.:502.8  
##                     Max.   :347.0   Max.   :1.0   Max.   :670.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       246.9763    10.1460  24.3421 < 2.2e-16 ***
## D1                -87.8698     3.5484 -24.7631 < 2.2e-16 ***
## D2                 -7.8322     3.5690  -2.1945 0.0282011 *  
## DD                 13.0505     4.7448   2.7505 0.0059506 ** 
## as.factor(HOD)1    -4.2558    12.5449  -0.3392 0.7344224    
## as.factor(HOD)2   -32.1844    11.1180  -2.8948 0.0037940 ** 
## as.factor(HOD)3   -62.1844    10.2852  -6.0460 1.485e-09 ***
## as.factor(HOD)4   -78.2201     9.3385  -8.3761 < 2.2e-16 ***
## as.factor(HOD)5  -100.5058     9.4335 -10.6542 < 2.2e-16 ***
## as.factor(HOD)6  -124.7558     9.9744 -12.5076 < 2.2e-16 ***
## as.factor(HOD)7  -142.9701    10.6765 -13.3911 < 2.2e-16 ***
## as.factor(HOD)8  -157.6487    10.8772 -14.4936 < 2.2e-16 ***
## as.factor(HOD)9  -155.5416    10.8387 -14.3505 < 2.2e-16 ***
## as.factor(HOD)10 -157.6487    10.9897 -14.3451 < 2.2e-16 ***
## as.factor(HOD)11 -150.9701    10.9087 -13.8394 < 2.2e-16 ***
## as.factor(HOD)12 -133.1844    10.2793 -12.9566 < 2.2e-16 ***
## as.factor(HOD)13 -113.9701    10.0153 -11.3796 < 2.2e-16 ***
## as.factor(HOD)14  -98.2916    10.0045  -9.8247 < 2.2e-16 ***
## as.factor(HOD)15  -79.0773    10.1641  -7.7801 7.249e-15 ***
## as.factor(HOD)16  -68.3987     9.9984  -6.8410 7.867e-12 ***
## as.factor(HOD)17  -63.5773     9.7816  -6.4997 8.048e-11 ***
## as.factor(HOD)18  -51.1487    10.2045  -5.0124 5.377e-07 ***
## as.factor(HOD)19  -42.9701    10.2243  -4.2027 2.637e-05 ***
## as.factor(HOD)20  -41.6130    10.7573  -3.8683 0.0001096 ***
## as.factor(HOD)21  -13.3360    11.3945  -1.1704 0.2418458    
## as.factor(HOD)22   -8.0667    11.0279  -0.7315 0.4644842    
## as.factor(HOD)23  -22.7916    11.4893  -1.9837 0.0472878 *  
## as.factor(DOW)2   -19.3437     4.5005  -4.2981 1.723e-05 ***
## as.factor(DOW)3   -16.6233     4.6451  -3.5786 0.0003454 ***
## as.factor(DOW)4   -25.9375     4.5395  -5.7137 1.106e-08 ***
## as.factor(DOW)5   -29.4479     4.3994  -6.6936 2.178e-11 ***
## as.factor(DOW)6   -21.0203     4.3372  -4.8465 1.257e-06 ***
## as.factor(DOW)7     3.9479     5.0532   0.7813 0.4346391    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-10-25 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-28 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-01 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-11-01 00:00:00   Mean   :11.47   Mean   :3.997  
##  3rd Qu.:2016-11-04 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-08 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            rate_chats           D1           idx       
##  Length:674         Min.   :  1.00   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 49.25   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 87.00   Median :0.5   Median :337.5  
##                     Mean   :106.29   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.:142.75   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :377.00   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       216.6104     9.9924  21.6774 < 2.2e-16 ***
## D1                -69.1479     3.1174 -22.1812 < 2.2e-16 ***
## D2                 22.6297     4.2429   5.3336 9.629e-08 ***
## DD                -12.6021     5.1258  -2.4585 0.0139504 *  
## as.factor(HOD)1    -8.2700    12.0031  -0.6890 0.4908293    
## as.factor(HOD)2   -35.2343    10.3793  -3.3947 0.0006871 ***
## as.factor(HOD)3   -55.5915    10.9721  -5.0666 4.050e-07 ***
## as.factor(HOD)4   -69.1629     9.9595  -6.9444 3.801e-12 ***
## as.factor(HOD)5   -90.8772     9.6884  -9.3800 < 2.2e-16 ***
## as.factor(HOD)6  -114.7343    10.4262 -11.0045 < 2.2e-16 ***
## as.factor(HOD)7  -137.5915    11.0738 -12.4249 < 2.2e-16 ***
## as.factor(HOD)8  -146.2343    10.6476 -13.7340 < 2.2e-16 ***
## as.factor(HOD)9  -148.2700    10.6496 -13.9225 < 2.2e-16 ***
## as.factor(HOD)10 -148.4486    10.5792 -14.0321 < 2.2e-16 ***
## as.factor(HOD)11 -148.3415    10.6434 -13.9375 < 2.2e-16 ***
## as.factor(HOD)12 -133.8415     9.9473 -13.4551 < 2.2e-16 ***
## as.factor(HOD)13 -113.0558     9.9066 -11.4121 < 2.2e-16 ***
## as.factor(HOD)14  -94.6272     9.8029  -9.6530 < 2.2e-16 ***
## as.factor(HOD)15  -78.5915    10.6607  -7.3721 1.680e-13 ***
## as.factor(HOD)16  -66.5558    10.3692  -6.4186 1.375e-10 ***
## as.factor(HOD)17  -57.3058    10.3309  -5.5470 2.906e-08 ***
## as.factor(HOD)18  -46.2343    10.5711  -4.3736 1.222e-05 ***
## as.factor(HOD)19  -32.0558    10.1686  -3.1524 0.0016191 ** 
## as.factor(HOD)20  -26.4843    10.2927  -2.5731 0.0100789 *  
## as.factor(HOD)21   -8.9129    11.4211  -0.7804 0.4351619    
## as.factor(HOD)22   -1.3058    12.2006  -0.1070 0.9147693    
## as.factor(HOD)23    1.1585    11.6792   0.0992 0.9209832    
## as.factor(DOW)2   -22.3750     4.7282  -4.7322 2.221e-06 ***
## as.factor(DOW)3    -9.8171     5.3105  -1.8486 0.0645154 .  
## as.factor(DOW)4   -18.9896     4.6692  -4.0670 4.762e-05 ***
## as.factor(DOW)5   -22.4167     4.5780  -4.8966 9.751e-07 ***
## as.factor(DOW)6   -12.9896     4.7451  -2.7374 0.0061918 ** 
## as.factor(DOW)7    11.3229     6.0284   1.8783 0.0603444 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-12-08 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-12-11 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-12-15 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-12-15 00:00:00   Mean   :11.47   Mean   :4.003  
##  3rd Qu.:2016-12-18 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-12-22 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            rate_chats          D1           idx       
##  Length:674         Min.   :  8.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 50.0   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 86.0   Median :0.5   Median :337.5  
##                     Mean   :108.7   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.:156.0   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :378.0   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       223.03603    8.78435  25.3902 < 2.2e-16 ***
## D1                -77.86391    3.24060 -24.0277 < 2.2e-16 ***
## D2                 23.59447    4.18814   5.6336 1.764e-08 ***
## DD                -14.84443    5.15541  -2.8794 0.0039845 ** 
## as.factor(HOD)1    -1.46866   12.52415  -0.1173 0.9066488    
## as.factor(HOD)2   -16.43295    9.70620  -1.6930 0.0904485 .  
## as.factor(HOD)3   -27.14724   10.09901  -2.6881 0.0071858 ** 
## as.factor(HOD)4   -50.68295    8.92235  -5.6804 1.343e-08 ***
## as.factor(HOD)5   -60.32581    8.22729  -7.3324 2.261e-13 ***
## as.factor(HOD)6   -83.14724    9.13623  -9.1008 < 2.2e-16 ***
## as.factor(HOD)7  -112.71866    9.51185 -11.8503 < 2.2e-16 ***
## as.factor(HOD)8  -131.04009    9.83831 -13.3194 < 2.2e-16 ***
## as.factor(HOD)9  -143.25438   10.38075 -13.8000 < 2.2e-16 ***
## as.factor(HOD)10 -143.61152   10.54440 -13.6197 < 2.2e-16 ***
## as.factor(HOD)11 -145.39724   10.63504 -13.6715 < 2.2e-16 ***
## as.factor(HOD)12 -138.50438   10.12024 -13.6859 < 2.2e-16 ***
## as.factor(HOD)13 -121.89724    9.51668 -12.8088 < 2.2e-16 ***
## as.factor(HOD)14 -103.86152    9.23198 -11.2502 < 2.2e-16 ***
## as.factor(HOD)15  -82.00438    8.94522  -9.1674 < 2.2e-16 ***
## as.factor(HOD)16  -64.82581    9.85671  -6.5768 4.806e-11 ***
## as.factor(HOD)17  -54.14724    8.59025  -6.3033 2.913e-10 ***
## as.factor(HOD)18  -42.57581    8.98862  -4.7366 2.173e-06 ***
## as.factor(HOD)19  -35.86152    9.46885  -3.7873 0.0001523 ***
## as.factor(HOD)20  -20.50438    8.83695  -2.3203 0.0203246 *  
## as.factor(HOD)21   -7.32581   10.82451  -0.6768 0.4985457    
## as.factor(HOD)22    4.56705   11.88405   0.3843 0.7007555    
## as.factor(HOD)23   -0.64724   11.06339  -0.0585 0.9533483    
## as.factor(DOW)2   -19.27083    4.92744  -3.9109 9.195e-05 ***
## as.factor(DOW)3   -16.90625    4.52565  -3.7357 0.0001872 ***
## as.factor(DOW)4   -15.09375    4.61762  -3.2687 0.0010803 ** 
## as.factor(DOW)5   -38.16539    4.41426  -8.6459 < 2.2e-16 ***
## as.factor(DOW)6   -36.47917    5.06691  -7.1995 6.044e-13 ***
## as.factor(DOW)7     2.36458    5.51165   0.4290 0.6679118    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD             DOW       
##  Min.   :2016-11-10 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-11-14 05:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-17 11:30:00   Median :11.50   Median :4.000  
##  Mean   :2016-11-17 06:44:19   Mean   :11.48   Mean   :4.089  
##  3rd Qu.:2016-11-20 18:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-24 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            rate_chats          D1           idx       
##  Length:628         Min.   :  2.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 51.0   1st Qu.:0.0   1st Qu.:157.8  
##  Mode  :character   Median : 95.0   Median :0.5   Median :314.5  
##                     Mean   :113.3   Mean   :0.5   Mean   :314.5  
##                     3rd Qu.:159.2   3rd Qu.:1.0   3rd Qu.:471.2  
##                     Max.   :357.0   Max.   :1.0   Max.   :628.0  
##        D2              DD        
##  Min.   :0.000   Min.   :0.0000  
##  1st Qu.:0.000   1st Qu.:0.0000  
##  Median :1.000   Median :0.0000  
##  Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       254.0885    10.3579  24.5309 < 2.2e-16 ***
## D1                -87.3836     4.3159 -20.2468 < 2.2e-16 ***
## D2                  2.3075     4.6719   0.4939 0.6213658    
## DD                  5.6336     5.5555   1.0140 0.3105597    
## as.factor(HOD)1     6.0896    11.8609   0.5134 0.6076574    
## as.factor(HOD)2   -15.2950    10.8457  -1.4102 0.1584690    
## as.factor(HOD)3   -36.6027     9.8609  -3.7119 0.0002057 ***
## as.factor(HOD)4   -65.9104    10.0611  -6.5510 5.716e-11 ***
## as.factor(HOD)5   -79.1027    10.8323  -7.3025 2.826e-13 ***
## as.factor(HOD)6  -110.4104     9.3255 -11.8396 < 2.2e-16 ***
## as.factor(HOD)7  -131.5258     9.3463 -14.0725 < 2.2e-16 ***
## as.factor(HOD)8  -140.1412     9.9437 -14.0935 < 2.2e-16 ***
## as.factor(HOD)9  -150.9489    10.0016 -15.0925 < 2.2e-16 ***
## as.factor(HOD)10 -154.0258    10.3452 -14.8887 < 2.2e-16 ***
## as.factor(HOD)11 -150.5642    10.2561 -14.6804 < 2.2e-16 ***
## as.factor(HOD)12 -146.2181     9.7952 -14.9276 < 2.2e-16 ***
## as.factor(HOD)13 -124.0258     9.4397 -13.1388 < 2.2e-16 ***
## as.factor(HOD)14 -103.6027     9.1965 -11.2655 < 2.2e-16 ***
## as.factor(HOD)15  -87.6027     9.0296  -9.7018 < 2.2e-16 ***
## as.factor(HOD)16  -69.3737     9.7299  -7.1300 1.004e-12 ***
## as.factor(HOD)17  -51.1927     9.6459  -5.3072 1.113e-07 ***
## as.factor(HOD)18  -49.4619     9.1389  -5.4123 6.223e-08 ***
## as.factor(HOD)19  -41.5773    10.1152  -4.1104 3.950e-05 ***
## as.factor(HOD)20  -26.5773    10.6987  -2.4842 0.0129858 *  
## as.factor(HOD)21  -14.3465    10.5477  -1.3601 0.1737826    
## as.factor(HOD)22   -5.1542    11.4419  -0.4505 0.6523719    
## as.factor(HOD)23   -7.4619    11.3561  -0.6571 0.5111267    
## as.factor(DOW)2   -26.6971     6.1653  -4.3302 1.489e-05 ***
## as.factor(DOW)3   -33.4783     6.0095  -5.5709 2.534e-08 ***
## as.factor(DOW)4   -26.3013     6.1568  -4.2719 1.938e-05 ***
## as.factor(DOW)5   -45.2318     6.1041  -7.4101 1.262e-13 ***
## as.factor(DOW)6   -30.9679     6.0444  -5.1234 3.001e-07 ***
## as.factor(DOW)7   -15.1696     7.4459  -2.0373 0.0416187 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW      
##  Min.   :2016-10-04 00:00:00   Min.   : 0.00   Min.   :1.00  
##  1st Qu.:2016-10-07 13:15:00   1st Qu.: 5.00   1st Qu.:2.00  
##  Median :2016-10-11 05:00:00   Median :11.00   Median :4.00  
##  Mean   :2016-10-11 02:04:35   Mean   :11.40   Mean   :3.96  
##  3rd Qu.:2016-10-14 14:45:00   3rd Qu.:17.75   3rd Qu.:6.00  
##  Max.   :2016-10-18 00:00:00   Max.   :23.00   Max.   :7.00  
##     series              calls              D1           idx       
##  Length:654         Min.   :   6.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 120.0   1st Qu.:0.0   1st Qu.:164.2  
##  Mode  :character   Median : 422.5   Median :0.5   Median :327.5  
##                     Mean   : 501.3   Mean   :0.5   Mean   :327.5  
##                     3rd Qu.: 723.5   3rd Qu.:1.0   3rd Qu.:490.8  
##                     Max.   :1953.0   Max.   :1.0   Max.   :654.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1.0000   Median :0.0000  
##  Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1057.2553    46.4930  22.7401 < 2.2e-16 ***
## D1               -415.5975    22.0845 -18.8185 < 2.2e-16 ***
## D2                 -3.9911    23.2565  -0.1716  0.863742    
## DD                  5.7165    29.0848   0.1965  0.844182    
## as.factor(HOD)1  -143.6225    57.4127  -2.5016  0.012364 *  
## as.factor(HOD)2  -359.3011    43.2270  -8.3120 < 2.2e-16 ***
## as.factor(HOD)3  -438.3011    62.0392  -7.0649 1.607e-12 ***
## as.factor(HOD)4  -589.7297    48.7312 -12.1017 < 2.2e-16 ***
## as.factor(HOD)5  -720.1939    49.9629 -14.4146 < 2.2e-16 ***
## as.factor(HOD)6  -782.4439    53.1404 -14.7241 < 2.2e-16 ***
## as.factor(HOD)7  -809.6225    54.6931 -14.8030 < 2.2e-16 ***
## as.factor(HOD)8  -811.6544    56.9548 -14.2509 < 2.2e-16 ***
## as.factor(HOD)9  -819.2314    57.2514 -14.3094 < 2.2e-16 ***
## as.factor(HOD)10 -793.8467    58.0869 -13.6665 < 2.2e-16 ***
## as.factor(HOD)11 -757.1160    54.1077 -13.9928 < 2.2e-16 ***
## as.factor(HOD)12 -644.5511    48.5366 -13.2797 < 2.2e-16 ***
## as.factor(HOD)13 -449.3368    43.3565 -10.3638 < 2.2e-16 ***
## as.factor(HOD)14 -340.3929    45.5366  -7.4752 7.711e-14 ***
## as.factor(HOD)15 -225.0596    47.4056  -4.7475 2.059e-06 ***
## as.factor(HOD)16 -129.1582    50.1139  -2.5773  0.009958 ** 
## as.factor(HOD)17 -108.9797    49.5946  -2.1974  0.027991 *  
## as.factor(HOD)18  -98.4439    55.0170  -1.7893  0.073561 .  
## as.factor(HOD)19    8.2703    53.0880   0.1558  0.876202    
## as.factor(HOD)20  104.9609    62.0037   1.6928  0.090490 .  
## as.factor(HOD)21   85.6533    58.0960   1.4743  0.140390    
## as.factor(HOD)22  139.7346    62.4526   2.2375  0.025257 *  
## as.factor(HOD)23   79.7346    60.5246   1.3174  0.187707    
## as.factor(DOW)2    -3.8221    26.1989  -0.1459  0.884010    
## as.factor(DOW)3     9.3282    24.7977   0.3762  0.706789    
## as.factor(DOW)4   -10.3429    27.3114  -0.3787  0.704908    
## as.factor(DOW)5   -16.8742    28.4003  -0.5942  0.552408    
## as.factor(DOW)6    24.2511    27.2901   0.8886  0.374196    
## as.factor(DOW)7    58.0870    26.9375   2.1564  0.031055 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW       
##  Min.   :2016-10-11 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-14 11:15:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-10-17 23:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-10-17 23:26:30   Mean   :11.41   Mean   :3.985  
##  3rd Qu.:2016-10-21 10:45:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-10-25 00:00:00   Max.   :23.00   Max.   :7.000  
##     series              calls              D1           idx       
##  Length:670         Min.   :   6.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 112.2   1st Qu.:0.0   1st Qu.:168.2  
##  Mode  :character   Median : 402.5   Median :0.5   Median :335.5  
##                     Mean   : 497.0   Mean   :0.5   Mean   :335.5  
##                     3rd Qu.: 713.5   3rd Qu.:1.0   3rd Qu.:502.8  
##                     Max.   :1953.0   Max.   :1.0   Max.   :670.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)      1054.955283   44.589096  23.6595 < 2.2e-16 ***
## D1               -411.834320   18.660484 -22.0699 < 2.2e-16 ***
## D2                  0.012912   20.895145   0.0006 0.9995070    
## DD                  2.027091   26.975485   0.0751 0.9400988    
## as.factor(HOD)1  -162.075321   49.448594  -3.2777 0.0010467 ** 
## as.factor(HOD)2  -346.361035   43.654464  -7.9341 2.119e-15 ***
## as.factor(HOD)3  -484.075321   42.691091 -11.3390 < 2.2e-16 ***
## as.factor(HOD)4  -606.896749   44.546339 -13.6239 < 2.2e-16 ***
## as.factor(HOD)5  -715.503892   48.237763 -14.8329 < 2.2e-16 ***
## as.factor(HOD)6  -777.503892   51.501342 -15.0968 < 2.2e-16 ***
## as.factor(HOD)7  -809.146749   53.236442 -15.1991 < 2.2e-16 ***
## as.factor(HOD)8  -812.289607   54.396361 -14.9328 < 2.2e-16 ***
## as.factor(HOD)9  -817.789607   54.621436 -14.9720 < 2.2e-16 ***
## as.factor(HOD)10 -793.468178   55.244979 -14.3627 < 2.2e-16 ***
## as.factor(HOD)11 -761.932464   51.963979 -14.6627 < 2.2e-16 ***
## as.factor(HOD)12 -639.146749   47.331105 -13.5037 < 2.2e-16 ***
## as.factor(HOD)13 -456.361035   42.071749 -10.8472 < 2.2e-16 ***
## as.factor(HOD)14 -335.432464   42.994586  -7.8017 6.106e-15 ***
## as.factor(HOD)15 -223.611035   43.069442  -5.1919 2.082e-07 ***
## as.factor(HOD)16 -159.646749   46.560185  -3.4288 0.0006062 ***
## as.factor(HOD)17 -113.503892   47.634028  -2.3828 0.0171800 *  
## as.factor(HOD)18  -64.289607   49.780964  -1.2914 0.1965478    
## as.factor(HOD)19   34.924679   52.159973   0.6696 0.5031328    
## as.factor(HOD)20  136.888965   61.224414   2.2359 0.0253612 *  
## as.factor(HOD)21  129.376576   59.161533   2.1868 0.0287545 *  
## as.factor(HOD)22  115.722730   59.966253   1.9298 0.0536319 .  
## as.factor(HOD)23   87.138965   61.313295   1.4212 0.1552562    
## as.factor(DOW)2   -12.916667   25.624726  -0.5041 0.6142119    
## as.factor(DOW)3    34.407385   24.785014   1.3882 0.1650660    
## as.factor(DOW)4   -31.906250   23.866859  -1.3368 0.1812738    
## as.factor(DOW)5   -38.093750   23.812905  -1.5997 0.1096629    
## as.factor(DOW)6    17.385401   26.519760   0.6556 0.5121047    
## as.factor(DOW)7    76.541667   27.032234   2.8315 0.0046331 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-10-25 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-28 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-01 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-11-01 00:00:00   Mean   :11.47   Mean   :3.997  
##  3rd Qu.:2016-11-04 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-08 00:00:00   Max.   :23.00   Max.   :7.000  
##     series              calls               D1           idx       
##  Length:674         Min.   :   5.00   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.:  99.75   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 381.50   Median :0.5   Median :337.5  
##                     Mean   : 464.63   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.: 691.00   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :1756.00   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       959.1372    41.3707  23.1840 < 2.2e-16 ***
## D1               -367.4615    17.3391 -21.1926 < 2.2e-16 ***
## D2                 94.0408    20.4024   4.6093 4.040e-06 ***
## DD                -46.0504    26.0625  -1.7669 0.0772416 .  
## as.factor(HOD)1  -157.3127    49.4471  -3.1814 0.0014655 ** 
## as.factor(HOD)2  -330.2055    42.9571  -7.6869 1.508e-14 ***
## as.factor(HOD)3  -474.6341    42.0178 -11.2960 < 2.2e-16 ***
## as.factor(HOD)4  -575.3841    43.2466 -13.3047 < 2.2e-16 ***
## as.factor(HOD)5  -671.5984    48.0180 -13.9864 < 2.2e-16 ***
## as.factor(HOD)6  -734.0627    53.4921 -13.7228 < 2.2e-16 ***
## as.factor(HOD)7  -788.9555    51.5013 -15.3192 < 2.2e-16 ***
## as.factor(HOD)8  -805.2770    52.6743 -15.2879 < 2.2e-16 ***
## as.factor(HOD)9  -805.7412    52.5610 -15.3296 < 2.2e-16 ***
## as.factor(HOD)10 -788.5627    52.0203 -15.1587 < 2.2e-16 ***
## as.factor(HOD)11 -747.8484    50.3156 -14.8631 < 2.2e-16 ***
## as.factor(HOD)12 -630.5270    45.7333 -13.7870 < 2.2e-16 ***
## as.factor(HOD)13 -467.4912    40.7485 -11.4726 < 2.2e-16 ***
## as.factor(HOD)14 -335.7055    41.1873  -8.1507 3.618e-16 ***
## as.factor(HOD)15 -239.2770    44.0414  -5.4330 5.541e-08 ***
## as.factor(HOD)16 -186.5627    43.4708  -4.2917 1.773e-05 ***
## as.factor(HOD)17 -149.4912    44.1147  -3.3887 0.0007023 ***
## as.factor(HOD)18 -127.4198    43.7726  -2.9109 0.0036033 ** 
## as.factor(HOD)19  -42.9198    47.2581  -0.9082 0.3637724    
## as.factor(HOD)20   21.2945    52.8710   0.4028 0.6871226    
## as.factor(HOD)21   90.0802    58.2059   1.5476 0.1217154    
## as.factor(HOD)22   92.2588    61.5299   1.4994 0.1337664    
## as.factor(HOD)23   39.6516    59.0537   0.6715 0.5019337    
## as.factor(DOW)2   -33.9583    23.3575  -1.4539 0.1459875    
## as.factor(DOW)3    35.7162    25.9164   1.3781 0.1681635    
## as.factor(DOW)4    27.2604    23.1544   1.1773 0.2390628    
## as.factor(DOW)5     7.1563    22.8749   0.3128 0.7543999    
## as.factor(DOW)6    61.3229    24.7403   2.4787 0.0131874 *  
## as.factor(DOW)7    42.5417    25.6538   1.6583 0.0972570 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-12-08 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-12-11 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-12-15 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-12-15 00:00:00   Mean   :11.47   Mean   :4.003  
##  3rd Qu.:2016-12-18 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-12-22 00:00:00   Max.   :23.00   Max.   :7.000  
##     series              calls              D1           idx       
##  Length:674         Min.   :   7.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 115.2   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 403.0   Median :0.5   Median :337.5  
##                     Mean   : 508.2   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.: 740.8   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :2046.0   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                  Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1095.479     49.587  22.0922 < 2.2e-16 ***
## D1               -431.497     21.164 -20.3882 < 2.2e-16 ***
## D2                 64.821     23.489   2.7596  0.005787 ** 
## DD                -40.479     29.908  -1.3534  0.175914    
## as.factor(HOD)1   -92.377     59.220  -1.5599  0.118784    
## as.factor(HOD)2  -224.020     54.339  -4.1226 3.746e-05 ***
## as.factor(HOD)3  -349.877     51.161  -6.8388 7.986e-12 ***
## as.factor(HOD)4  -520.306     48.508 -10.7262 < 2.2e-16 ***
## as.factor(HOD)5  -649.270     50.466 -12.8655 < 2.2e-16 ***
## as.factor(HOD)6  -750.449     56.199 -13.3534 < 2.2e-16 ***
## as.factor(HOD)7  -828.913     59.285 -13.9819 < 2.2e-16 ***
## as.factor(HOD)8  -875.842     60.520 -14.4720 < 2.2e-16 ***
## as.factor(HOD)9  -891.413     61.740 -14.4382 < 2.2e-16 ***
## as.factor(HOD)10 -894.449     62.058 -14.4131 < 2.2e-16 ***
## as.factor(HOD)11 -880.020     61.529 -14.3024 < 2.2e-16 ***
## as.factor(HOD)12 -829.842     59.119 -14.0369 < 2.2e-16 ***
## as.factor(HOD)13 -697.627     53.981 -12.9235 < 2.2e-16 ***
## as.factor(HOD)14 -509.270     47.680 -10.6810 < 2.2e-16 ***
## as.factor(HOD)15 -364.127     49.968  -7.2872 3.164e-13 ***
## as.factor(HOD)16 -230.270     65.603  -3.5101  0.000448 ***
## as.factor(HOD)17 -188.556     53.173  -3.5461  0.000391 ***
## as.factor(HOD)18 -155.092     52.958  -2.9286  0.003405 ** 
## as.factor(HOD)19 -118.877     54.026  -2.2004  0.027779 *  
## as.factor(HOD)20  -38.270     57.188  -0.6692  0.503369    
## as.factor(HOD)21   40.444     62.536   0.6467  0.517803    
## as.factor(HOD)22   90.444     68.306   1.3241  0.185473    
## as.factor(HOD)23   59.230     68.633   0.8630  0.388140    
## as.factor(DOW)2    31.813     29.540   1.0769  0.281513    
## as.factor(DOW)3    59.500     26.414   2.2526  0.024287 *  
## as.factor(DOW)4    57.979     27.174   2.1337  0.032871 *  
## as.factor(DOW)5   -51.515     24.648  -2.0900  0.036617 *  
## as.factor(DOW)6   -33.156     26.030  -1.2738  0.202743    
## as.factor(DOW)7    59.125     26.765   2.2091  0.027170 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD             DOW       
##  Min.   :2016-11-10 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-11-14 05:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-17 11:30:00   Median :11.50   Median :4.000  
##  Mean   :2016-11-17 06:44:19   Mean   :11.48   Mean   :4.089  
##  3rd Qu.:2016-11-20 18:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-24 00:00:00   Max.   :23.00   Max.   :7.000  
##     series              calls              D1           idx       
##  Length:628         Min.   :   8.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 100.5   1st Qu.:0.0   1st Qu.:157.8  
##  Mode  :character   Median : 371.5   Median :0.5   Median :314.5  
##                     Mean   : 456.5   Mean   :0.5   Mean   :314.5  
##                     3rd Qu.: 683.0   3rd Qu.:1.0   3rd Qu.:471.2  
##                     Max.   :1481.0   Max.   :1.0   Max.   :628.0  
##        D2              DD        
##  Min.   :0.000   Min.   :0.0000  
##  1st Qu.:0.000   1st Qu.:0.0000  
##  Median :1.000   Median :0.0000  
##  Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1009.1234    47.2942  21.3371 < 2.2e-16 ***
## D1               -384.9315    19.1843 -20.0650 < 2.2e-16 ***
## D2                 13.4039    20.2336   0.6625  0.507679    
## DD                 -5.3602    25.8360  -0.2075  0.835644    
## as.factor(HOD)1   -71.9737    52.9318  -1.3597  0.173911    
## as.factor(HOD)2  -215.5891    46.0180  -4.6849 2.801e-06 ***
## as.factor(HOD)3  -383.3199    41.0447  -9.3391 < 2.2e-16 ***
## as.factor(HOD)4  -506.5507    41.9943 -12.0624 < 2.2e-16 ***
## as.factor(HOD)5  -624.3584    43.4774 -14.3605 < 2.2e-16 ***
## as.factor(HOD)6  -731.2814    47.7009 -15.3306 < 2.2e-16 ***
## as.factor(HOD)7  -783.5507    51.0673 -15.3435 < 2.2e-16 ***
## as.factor(HOD)8  -808.6660    52.5286 -15.3948 < 2.2e-16 ***
## as.factor(HOD)9  -816.8199    53.0217 -15.4054 < 2.2e-16 ***
## as.factor(HOD)10 -808.5122    52.8584 -15.2958 < 2.2e-16 ***
## as.factor(HOD)11 -805.1660    52.9396 -15.2091 < 2.2e-16 ***
## as.factor(HOD)12 -739.2430    49.9902 -14.7878 < 2.2e-16 ***
## as.factor(HOD)13 -613.8584    45.0837 -13.6160 < 2.2e-16 ***
## as.factor(HOD)14 -423.8584    39.7008 -10.6763 < 2.2e-16 ***
## as.factor(HOD)15 -316.4353    41.6798  -7.5921 3.149e-14 ***
## as.factor(HOD)16 -278.6654    49.5248  -5.6268 1.836e-08 ***
## as.factor(HOD)17 -173.7677    44.7186  -3.8858  0.000102 ***
## as.factor(HOD)18 -151.7677    46.8245  -3.2412  0.001190 ** 
## as.factor(HOD)19 -108.9985    47.8167  -2.2795  0.022637 *  
## as.factor(HOD)20  -63.6908    49.4545  -1.2879  0.197793    
## as.factor(HOD)21   16.7707    54.1083   0.3099  0.756601    
## as.factor(HOD)22   60.7323    57.4398   1.0573  0.290365    
## as.factor(HOD)23   39.2707    58.5442   0.6708  0.502355    
## as.factor(DOW)2    11.0659    29.5999   0.3738  0.708517    
## as.factor(DOW)3    18.9513    28.9261   0.6552  0.512364    
## as.factor(DOW)4    45.0034    29.7438   1.5130  0.130271    
## as.factor(DOW)5   -22.8163    27.9535  -0.8162  0.414374    
## as.factor(DOW)6    15.6388    28.5090   0.5486  0.583311    
## as.factor(DOW)7    77.1784    29.6986   2.5987  0.009357 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW      
##  Min.   :2016-10-04 00:00:00   Min.   : 0.00   Min.   :1.00  
##  1st Qu.:2016-10-07 13:15:00   1st Qu.: 5.00   1st Qu.:2.00  
##  Median :2016-10-11 05:00:00   Median :11.00   Median :4.00  
##  Mean   :2016-10-11 02:04:35   Mean   :11.40   Mean   :3.96  
##  3rd Qu.:2016-10-14 14:45:00   3rd Qu.:17.75   3rd Qu.:6.00  
##  Max.   :2016-10-18 00:00:00   Max.   :23.00   Max.   :7.00  
##     series            log_calls            D1           idx       
##  Length:654         Min.   :   6.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 120.0   1st Qu.:0.0   1st Qu.:164.2  
##  Mode  :character   Median : 422.5   Median :0.5   Median :327.5  
##                     Mean   : 501.3   Mean   :0.5   Mean   :327.5  
##                     3rd Qu.: 723.5   3rd Qu.:1.0   3rd Qu.:490.8  
##                     Max.   :1953.0   Max.   :1.0   Max.   :654.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1.0000   Median :0.0000  
##  Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1057.2553    46.4930  22.7401 < 2.2e-16 ***
## D1               -415.5975    22.0845 -18.8185 < 2.2e-16 ***
## D2                 -3.9911    23.2565  -0.1716  0.863742    
## DD                  5.7165    29.0848   0.1965  0.844182    
## as.factor(HOD)1  -143.6225    57.4127  -2.5016  0.012364 *  
## as.factor(HOD)2  -359.3011    43.2270  -8.3120 < 2.2e-16 ***
## as.factor(HOD)3  -438.3011    62.0392  -7.0649 1.607e-12 ***
## as.factor(HOD)4  -589.7297    48.7312 -12.1017 < 2.2e-16 ***
## as.factor(HOD)5  -720.1939    49.9629 -14.4146 < 2.2e-16 ***
## as.factor(HOD)6  -782.4439    53.1404 -14.7241 < 2.2e-16 ***
## as.factor(HOD)7  -809.6225    54.6931 -14.8030 < 2.2e-16 ***
## as.factor(HOD)8  -811.6544    56.9548 -14.2509 < 2.2e-16 ***
## as.factor(HOD)9  -819.2314    57.2514 -14.3094 < 2.2e-16 ***
## as.factor(HOD)10 -793.8467    58.0869 -13.6665 < 2.2e-16 ***
## as.factor(HOD)11 -757.1160    54.1077 -13.9928 < 2.2e-16 ***
## as.factor(HOD)12 -644.5511    48.5366 -13.2797 < 2.2e-16 ***
## as.factor(HOD)13 -449.3368    43.3565 -10.3638 < 2.2e-16 ***
## as.factor(HOD)14 -340.3929    45.5366  -7.4752 7.711e-14 ***
## as.factor(HOD)15 -225.0596    47.4056  -4.7475 2.059e-06 ***
## as.factor(HOD)16 -129.1582    50.1139  -2.5773  0.009958 ** 
## as.factor(HOD)17 -108.9797    49.5946  -2.1974  0.027991 *  
## as.factor(HOD)18  -98.4439    55.0170  -1.7893  0.073561 .  
## as.factor(HOD)19    8.2703    53.0880   0.1558  0.876202    
## as.factor(HOD)20  104.9609    62.0037   1.6928  0.090490 .  
## as.factor(HOD)21   85.6533    58.0960   1.4743  0.140390    
## as.factor(HOD)22  139.7346    62.4526   2.2375  0.025257 *  
## as.factor(HOD)23   79.7346    60.5246   1.3174  0.187707    
## as.factor(DOW)2    -3.8221    26.1989  -0.1459  0.884010    
## as.factor(DOW)3     9.3282    24.7977   0.3762  0.706789    
## as.factor(DOW)4   -10.3429    27.3114  -0.3787  0.704908    
## as.factor(DOW)5   -16.8742    28.4003  -0.5942  0.552408    
## as.factor(DOW)6    24.2511    27.2901   0.8886  0.374196    
## as.factor(DOW)7    58.0870    26.9375   2.1564  0.031055 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW       
##  Min.   :2016-10-11 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-14 11:15:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-10-17 23:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-10-17 23:26:30   Mean   :11.41   Mean   :3.985  
##  3rd Qu.:2016-10-21 10:45:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-10-25 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            log_calls            D1           idx       
##  Length:670         Min.   :   6.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 112.2   1st Qu.:0.0   1st Qu.:168.2  
##  Mode  :character   Median : 402.5   Median :0.5   Median :335.5  
##                     Mean   : 497.0   Mean   :0.5   Mean   :335.5  
##                     3rd Qu.: 713.5   3rd Qu.:1.0   3rd Qu.:502.8  
##                     Max.   :1953.0   Max.   :1.0   Max.   :670.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)      1054.955283   44.589096  23.6595 < 2.2e-16 ***
## D1               -411.834320   18.660484 -22.0699 < 2.2e-16 ***
## D2                  0.012912   20.895145   0.0006 0.9995070    
## DD                  2.027091   26.975485   0.0751 0.9400988    
## as.factor(HOD)1  -162.075321   49.448594  -3.2777 0.0010467 ** 
## as.factor(HOD)2  -346.361035   43.654464  -7.9341 2.119e-15 ***
## as.factor(HOD)3  -484.075321   42.691091 -11.3390 < 2.2e-16 ***
## as.factor(HOD)4  -606.896749   44.546339 -13.6239 < 2.2e-16 ***
## as.factor(HOD)5  -715.503892   48.237763 -14.8329 < 2.2e-16 ***
## as.factor(HOD)6  -777.503892   51.501342 -15.0968 < 2.2e-16 ***
## as.factor(HOD)7  -809.146749   53.236442 -15.1991 < 2.2e-16 ***
## as.factor(HOD)8  -812.289607   54.396361 -14.9328 < 2.2e-16 ***
## as.factor(HOD)9  -817.789607   54.621436 -14.9720 < 2.2e-16 ***
## as.factor(HOD)10 -793.468178   55.244979 -14.3627 < 2.2e-16 ***
## as.factor(HOD)11 -761.932464   51.963979 -14.6627 < 2.2e-16 ***
## as.factor(HOD)12 -639.146749   47.331105 -13.5037 < 2.2e-16 ***
## as.factor(HOD)13 -456.361035   42.071749 -10.8472 < 2.2e-16 ***
## as.factor(HOD)14 -335.432464   42.994586  -7.8017 6.106e-15 ***
## as.factor(HOD)15 -223.611035   43.069442  -5.1919 2.082e-07 ***
## as.factor(HOD)16 -159.646749   46.560185  -3.4288 0.0006062 ***
## as.factor(HOD)17 -113.503892   47.634028  -2.3828 0.0171800 *  
## as.factor(HOD)18  -64.289607   49.780964  -1.2914 0.1965478    
## as.factor(HOD)19   34.924679   52.159973   0.6696 0.5031328    
## as.factor(HOD)20  136.888965   61.224414   2.2359 0.0253612 *  
## as.factor(HOD)21  129.376576   59.161533   2.1868 0.0287545 *  
## as.factor(HOD)22  115.722730   59.966253   1.9298 0.0536319 .  
## as.factor(HOD)23   87.138965   61.313295   1.4212 0.1552562    
## as.factor(DOW)2   -12.916667   25.624726  -0.5041 0.6142119    
## as.factor(DOW)3    34.407385   24.785014   1.3882 0.1650660    
## as.factor(DOW)4   -31.906250   23.866859  -1.3368 0.1812738    
## as.factor(DOW)5   -38.093750   23.812905  -1.5997 0.1096629    
## as.factor(DOW)6    17.385401   26.519760   0.6556 0.5121047    
## as.factor(DOW)7    76.541667   27.032234   2.8315 0.0046331 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-10-25 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-28 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-01 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-11-01 00:00:00   Mean   :11.47   Mean   :3.997  
##  3rd Qu.:2016-11-04 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-08 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            log_calls             D1           idx       
##  Length:674         Min.   :   5.00   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.:  99.75   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 381.50   Median :0.5   Median :337.5  
##                     Mean   : 464.63   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.: 691.00   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :1756.00   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       959.1372    41.3707  23.1840 < 2.2e-16 ***
## D1               -367.4615    17.3391 -21.1926 < 2.2e-16 ***
## D2                 94.0408    20.4024   4.6093 4.040e-06 ***
## DD                -46.0504    26.0625  -1.7669 0.0772416 .  
## as.factor(HOD)1  -157.3127    49.4471  -3.1814 0.0014655 ** 
## as.factor(HOD)2  -330.2055    42.9571  -7.6869 1.508e-14 ***
## as.factor(HOD)3  -474.6341    42.0178 -11.2960 < 2.2e-16 ***
## as.factor(HOD)4  -575.3841    43.2466 -13.3047 < 2.2e-16 ***
## as.factor(HOD)5  -671.5984    48.0180 -13.9864 < 2.2e-16 ***
## as.factor(HOD)6  -734.0627    53.4921 -13.7228 < 2.2e-16 ***
## as.factor(HOD)7  -788.9555    51.5013 -15.3192 < 2.2e-16 ***
## as.factor(HOD)8  -805.2770    52.6743 -15.2879 < 2.2e-16 ***
## as.factor(HOD)9  -805.7412    52.5610 -15.3296 < 2.2e-16 ***
## as.factor(HOD)10 -788.5627    52.0203 -15.1587 < 2.2e-16 ***
## as.factor(HOD)11 -747.8484    50.3156 -14.8631 < 2.2e-16 ***
## as.factor(HOD)12 -630.5270    45.7333 -13.7870 < 2.2e-16 ***
## as.factor(HOD)13 -467.4912    40.7485 -11.4726 < 2.2e-16 ***
## as.factor(HOD)14 -335.7055    41.1873  -8.1507 3.618e-16 ***
## as.factor(HOD)15 -239.2770    44.0414  -5.4330 5.541e-08 ***
## as.factor(HOD)16 -186.5627    43.4708  -4.2917 1.773e-05 ***
## as.factor(HOD)17 -149.4912    44.1147  -3.3887 0.0007023 ***
## as.factor(HOD)18 -127.4198    43.7726  -2.9109 0.0036033 ** 
## as.factor(HOD)19  -42.9198    47.2581  -0.9082 0.3637724    
## as.factor(HOD)20   21.2945    52.8710   0.4028 0.6871226    
## as.factor(HOD)21   90.0802    58.2059   1.5476 0.1217154    
## as.factor(HOD)22   92.2588    61.5299   1.4994 0.1337664    
## as.factor(HOD)23   39.6516    59.0537   0.6715 0.5019337    
## as.factor(DOW)2   -33.9583    23.3575  -1.4539 0.1459875    
## as.factor(DOW)3    35.7162    25.9164   1.3781 0.1681635    
## as.factor(DOW)4    27.2604    23.1544   1.1773 0.2390628    
## as.factor(DOW)5     7.1563    22.8749   0.3128 0.7543999    
## as.factor(DOW)6    61.3229    24.7403   2.4787 0.0131874 *  
## as.factor(DOW)7    42.5417    25.6538   1.6583 0.0972570 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-12-08 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-12-11 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-12-15 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-12-15 00:00:00   Mean   :11.47   Mean   :4.003  
##  3rd Qu.:2016-12-18 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-12-22 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            log_calls            D1           idx       
##  Length:674         Min.   :   7.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 115.2   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 403.0   Median :0.5   Median :337.5  
##                     Mean   : 508.2   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.: 740.8   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :2046.0   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                  Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1095.479     49.587  22.0922 < 2.2e-16 ***
## D1               -431.497     21.164 -20.3882 < 2.2e-16 ***
## D2                 64.821     23.489   2.7596  0.005787 ** 
## DD                -40.479     29.908  -1.3534  0.175914    
## as.factor(HOD)1   -92.377     59.220  -1.5599  0.118784    
## as.factor(HOD)2  -224.020     54.339  -4.1226 3.746e-05 ***
## as.factor(HOD)3  -349.877     51.161  -6.8388 7.986e-12 ***
## as.factor(HOD)4  -520.306     48.508 -10.7262 < 2.2e-16 ***
## as.factor(HOD)5  -649.270     50.466 -12.8655 < 2.2e-16 ***
## as.factor(HOD)6  -750.449     56.199 -13.3534 < 2.2e-16 ***
## as.factor(HOD)7  -828.913     59.285 -13.9819 < 2.2e-16 ***
## as.factor(HOD)8  -875.842     60.520 -14.4720 < 2.2e-16 ***
## as.factor(HOD)9  -891.413     61.740 -14.4382 < 2.2e-16 ***
## as.factor(HOD)10 -894.449     62.058 -14.4131 < 2.2e-16 ***
## as.factor(HOD)11 -880.020     61.529 -14.3024 < 2.2e-16 ***
## as.factor(HOD)12 -829.842     59.119 -14.0369 < 2.2e-16 ***
## as.factor(HOD)13 -697.627     53.981 -12.9235 < 2.2e-16 ***
## as.factor(HOD)14 -509.270     47.680 -10.6810 < 2.2e-16 ***
## as.factor(HOD)15 -364.127     49.968  -7.2872 3.164e-13 ***
## as.factor(HOD)16 -230.270     65.603  -3.5101  0.000448 ***
## as.factor(HOD)17 -188.556     53.173  -3.5461  0.000391 ***
## as.factor(HOD)18 -155.092     52.958  -2.9286  0.003405 ** 
## as.factor(HOD)19 -118.877     54.026  -2.2004  0.027779 *  
## as.factor(HOD)20  -38.270     57.188  -0.6692  0.503369    
## as.factor(HOD)21   40.444     62.536   0.6467  0.517803    
## as.factor(HOD)22   90.444     68.306   1.3241  0.185473    
## as.factor(HOD)23   59.230     68.633   0.8630  0.388140    
## as.factor(DOW)2    31.813     29.540   1.0769  0.281513    
## as.factor(DOW)3    59.500     26.414   2.2526  0.024287 *  
## as.factor(DOW)4    57.979     27.174   2.1337  0.032871 *  
## as.factor(DOW)5   -51.515     24.648  -2.0900  0.036617 *  
## as.factor(DOW)6   -33.156     26.030  -1.2738  0.202743    
## as.factor(DOW)7    59.125     26.765   2.2091  0.027170 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD             DOW       
##  Min.   :2016-11-10 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-11-14 05:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-17 11:30:00   Median :11.50   Median :4.000  
##  Mean   :2016-11-17 06:44:19   Mean   :11.48   Mean   :4.089  
##  3rd Qu.:2016-11-20 18:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-24 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            log_calls            D1           idx       
##  Length:628         Min.   :   8.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 100.5   1st Qu.:0.0   1st Qu.:157.8  
##  Mode  :character   Median : 371.5   Median :0.5   Median :314.5  
##                     Mean   : 456.5   Mean   :0.5   Mean   :314.5  
##                     3rd Qu.: 683.0   3rd Qu.:1.0   3rd Qu.:471.2  
##                     Max.   :1481.0   Max.   :1.0   Max.   :628.0  
##        D2              DD        
##  Min.   :0.000   Min.   :0.0000  
##  1st Qu.:0.000   1st Qu.:0.0000  
##  Median :1.000   Median :0.0000  
##  Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1009.1234    47.2942  21.3371 < 2.2e-16 ***
## D1               -384.9315    19.1843 -20.0650 < 2.2e-16 ***
## D2                 13.4039    20.2336   0.6625  0.507679    
## DD                 -5.3602    25.8360  -0.2075  0.835644    
## as.factor(HOD)1   -71.9737    52.9318  -1.3597  0.173911    
## as.factor(HOD)2  -215.5891    46.0180  -4.6849 2.801e-06 ***
## as.factor(HOD)3  -383.3199    41.0447  -9.3391 < 2.2e-16 ***
## as.factor(HOD)4  -506.5507    41.9943 -12.0624 < 2.2e-16 ***
## as.factor(HOD)5  -624.3584    43.4774 -14.3605 < 2.2e-16 ***
## as.factor(HOD)6  -731.2814    47.7009 -15.3306 < 2.2e-16 ***
## as.factor(HOD)7  -783.5507    51.0673 -15.3435 < 2.2e-16 ***
## as.factor(HOD)8  -808.6660    52.5286 -15.3948 < 2.2e-16 ***
## as.factor(HOD)9  -816.8199    53.0217 -15.4054 < 2.2e-16 ***
## as.factor(HOD)10 -808.5122    52.8584 -15.2958 < 2.2e-16 ***
## as.factor(HOD)11 -805.1660    52.9396 -15.2091 < 2.2e-16 ***
## as.factor(HOD)12 -739.2430    49.9902 -14.7878 < 2.2e-16 ***
## as.factor(HOD)13 -613.8584    45.0837 -13.6160 < 2.2e-16 ***
## as.factor(HOD)14 -423.8584    39.7008 -10.6763 < 2.2e-16 ***
## as.factor(HOD)15 -316.4353    41.6798  -7.5921 3.149e-14 ***
## as.factor(HOD)16 -278.6654    49.5248  -5.6268 1.836e-08 ***
## as.factor(HOD)17 -173.7677    44.7186  -3.8858  0.000102 ***
## as.factor(HOD)18 -151.7677    46.8245  -3.2412  0.001190 ** 
## as.factor(HOD)19 -108.9985    47.8167  -2.2795  0.022637 *  
## as.factor(HOD)20  -63.6908    49.4545  -1.2879  0.197793    
## as.factor(HOD)21   16.7707    54.1083   0.3099  0.756601    
## as.factor(HOD)22   60.7323    57.4398   1.0573  0.290365    
## as.factor(HOD)23   39.2707    58.5442   0.6708  0.502355    
## as.factor(DOW)2    11.0659    29.5999   0.3738  0.708517    
## as.factor(DOW)3    18.9513    28.9261   0.6552  0.512364    
## as.factor(DOW)4    45.0034    29.7438   1.5130  0.130271    
## as.factor(DOW)5   -22.8163    27.9535  -0.8162  0.414374    
## as.factor(DOW)6    15.6388    28.5090   0.5486  0.583311    
## as.factor(DOW)7    77.1784    29.6986   2.5987  0.009357 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW      
##  Min.   :2016-10-04 00:00:00   Min.   : 0.00   Min.   :1.00  
##  1st Qu.:2016-10-07 13:15:00   1st Qu.: 5.00   1st Qu.:2.00  
##  Median :2016-10-11 05:00:00   Median :11.00   Median :4.00  
##  Mean   :2016-10-11 02:04:35   Mean   :11.40   Mean   :3.96  
##  3rd Qu.:2016-10-14 14:45:00   3rd Qu.:17.75   3rd Qu.:6.00  
##  Max.   :2016-10-18 00:00:00   Max.   :23.00   Max.   :7.00  
##     series            rate_calls           D1           idx       
##  Length:654         Min.   :   6.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 120.0   1st Qu.:0.0   1st Qu.:164.2  
##  Mode  :character   Median : 422.5   Median :0.5   Median :327.5  
##                     Mean   : 501.3   Mean   :0.5   Mean   :327.5  
##                     3rd Qu.: 723.5   3rd Qu.:1.0   3rd Qu.:490.8  
##                     Max.   :1953.0   Max.   :1.0   Max.   :654.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1.0000   Median :0.0000  
##  Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1057.2553    46.4930  22.7401 < 2.2e-16 ***
## D1               -415.5975    22.0845 -18.8185 < 2.2e-16 ***
## D2                 -3.9911    23.2565  -0.1716  0.863742    
## DD                  5.7165    29.0848   0.1965  0.844182    
## as.factor(HOD)1  -143.6225    57.4127  -2.5016  0.012364 *  
## as.factor(HOD)2  -359.3011    43.2270  -8.3120 < 2.2e-16 ***
## as.factor(HOD)3  -438.3011    62.0392  -7.0649 1.607e-12 ***
## as.factor(HOD)4  -589.7297    48.7312 -12.1017 < 2.2e-16 ***
## as.factor(HOD)5  -720.1939    49.9629 -14.4146 < 2.2e-16 ***
## as.factor(HOD)6  -782.4439    53.1404 -14.7241 < 2.2e-16 ***
## as.factor(HOD)7  -809.6225    54.6931 -14.8030 < 2.2e-16 ***
## as.factor(HOD)8  -811.6544    56.9548 -14.2509 < 2.2e-16 ***
## as.factor(HOD)9  -819.2314    57.2514 -14.3094 < 2.2e-16 ***
## as.factor(HOD)10 -793.8467    58.0869 -13.6665 < 2.2e-16 ***
## as.factor(HOD)11 -757.1160    54.1077 -13.9928 < 2.2e-16 ***
## as.factor(HOD)12 -644.5511    48.5366 -13.2797 < 2.2e-16 ***
## as.factor(HOD)13 -449.3368    43.3565 -10.3638 < 2.2e-16 ***
## as.factor(HOD)14 -340.3929    45.5366  -7.4752 7.711e-14 ***
## as.factor(HOD)15 -225.0596    47.4056  -4.7475 2.059e-06 ***
## as.factor(HOD)16 -129.1582    50.1139  -2.5773  0.009958 ** 
## as.factor(HOD)17 -108.9797    49.5946  -2.1974  0.027991 *  
## as.factor(HOD)18  -98.4439    55.0170  -1.7893  0.073561 .  
## as.factor(HOD)19    8.2703    53.0880   0.1558  0.876202    
## as.factor(HOD)20  104.9609    62.0037   1.6928  0.090490 .  
## as.factor(HOD)21   85.6533    58.0960   1.4743  0.140390    
## as.factor(HOD)22  139.7346    62.4526   2.2375  0.025257 *  
## as.factor(HOD)23   79.7346    60.5246   1.3174  0.187707    
## as.factor(DOW)2    -3.8221    26.1989  -0.1459  0.884010    
## as.factor(DOW)3     9.3282    24.7977   0.3762  0.706789    
## as.factor(DOW)4   -10.3429    27.3114  -0.3787  0.704908    
## as.factor(DOW)5   -16.8742    28.4003  -0.5942  0.552408    
## as.factor(DOW)6    24.2511    27.2901   0.8886  0.374196    
## as.factor(DOW)7    58.0870    26.9375   2.1564  0.031055 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW       
##  Min.   :2016-10-11 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-14 11:15:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-10-17 23:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-10-17 23:26:30   Mean   :11.41   Mean   :3.985  
##  3rd Qu.:2016-10-21 10:45:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-10-25 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            rate_calls           D1           idx       
##  Length:670         Min.   :   6.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 112.2   1st Qu.:0.0   1st Qu.:168.2  
##  Mode  :character   Median : 402.5   Median :0.5   Median :335.5  
##                     Mean   : 497.0   Mean   :0.5   Mean   :335.5  
##                     3rd Qu.: 713.5   3rd Qu.:1.0   3rd Qu.:502.8  
##                     Max.   :1953.0   Max.   :1.0   Max.   :670.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)      1054.955283   44.589096  23.6595 < 2.2e-16 ***
## D1               -411.834320   18.660484 -22.0699 < 2.2e-16 ***
## D2                  0.012912   20.895145   0.0006 0.9995070    
## DD                  2.027091   26.975485   0.0751 0.9400988    
## as.factor(HOD)1  -162.075321   49.448594  -3.2777 0.0010467 ** 
## as.factor(HOD)2  -346.361035   43.654464  -7.9341 2.119e-15 ***
## as.factor(HOD)3  -484.075321   42.691091 -11.3390 < 2.2e-16 ***
## as.factor(HOD)4  -606.896749   44.546339 -13.6239 < 2.2e-16 ***
## as.factor(HOD)5  -715.503892   48.237763 -14.8329 < 2.2e-16 ***
## as.factor(HOD)6  -777.503892   51.501342 -15.0968 < 2.2e-16 ***
## as.factor(HOD)7  -809.146749   53.236442 -15.1991 < 2.2e-16 ***
## as.factor(HOD)8  -812.289607   54.396361 -14.9328 < 2.2e-16 ***
## as.factor(HOD)9  -817.789607   54.621436 -14.9720 < 2.2e-16 ***
## as.factor(HOD)10 -793.468178   55.244979 -14.3627 < 2.2e-16 ***
## as.factor(HOD)11 -761.932464   51.963979 -14.6627 < 2.2e-16 ***
## as.factor(HOD)12 -639.146749   47.331105 -13.5037 < 2.2e-16 ***
## as.factor(HOD)13 -456.361035   42.071749 -10.8472 < 2.2e-16 ***
## as.factor(HOD)14 -335.432464   42.994586  -7.8017 6.106e-15 ***
## as.factor(HOD)15 -223.611035   43.069442  -5.1919 2.082e-07 ***
## as.factor(HOD)16 -159.646749   46.560185  -3.4288 0.0006062 ***
## as.factor(HOD)17 -113.503892   47.634028  -2.3828 0.0171800 *  
## as.factor(HOD)18  -64.289607   49.780964  -1.2914 0.1965478    
## as.factor(HOD)19   34.924679   52.159973   0.6696 0.5031328    
## as.factor(HOD)20  136.888965   61.224414   2.2359 0.0253612 *  
## as.factor(HOD)21  129.376576   59.161533   2.1868 0.0287545 *  
## as.factor(HOD)22  115.722730   59.966253   1.9298 0.0536319 .  
## as.factor(HOD)23   87.138965   61.313295   1.4212 0.1552562    
## as.factor(DOW)2   -12.916667   25.624726  -0.5041 0.6142119    
## as.factor(DOW)3    34.407385   24.785014   1.3882 0.1650660    
## as.factor(DOW)4   -31.906250   23.866859  -1.3368 0.1812738    
## as.factor(DOW)5   -38.093750   23.812905  -1.5997 0.1096629    
## as.factor(DOW)6    17.385401   26.519760   0.6556 0.5121047    
## as.factor(DOW)7    76.541667   27.032234   2.8315 0.0046331 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-10-25 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-10-28 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-01 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-11-01 00:00:00   Mean   :11.47   Mean   :3.997  
##  3rd Qu.:2016-11-04 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-08 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            rate_calls            D1           idx       
##  Length:674         Min.   :   5.00   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.:  99.75   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 381.50   Median :0.5   Median :337.5  
##                     Mean   : 464.63   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.: 691.00   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :1756.00   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       959.1372    41.3707  23.1840 < 2.2e-16 ***
## D1               -367.4615    17.3391 -21.1926 < 2.2e-16 ***
## D2                 94.0408    20.4024   4.6093 4.040e-06 ***
## DD                -46.0504    26.0625  -1.7669 0.0772416 .  
## as.factor(HOD)1  -157.3127    49.4471  -3.1814 0.0014655 ** 
## as.factor(HOD)2  -330.2055    42.9571  -7.6869 1.508e-14 ***
## as.factor(HOD)3  -474.6341    42.0178 -11.2960 < 2.2e-16 ***
## as.factor(HOD)4  -575.3841    43.2466 -13.3047 < 2.2e-16 ***
## as.factor(HOD)5  -671.5984    48.0180 -13.9864 < 2.2e-16 ***
## as.factor(HOD)6  -734.0627    53.4921 -13.7228 < 2.2e-16 ***
## as.factor(HOD)7  -788.9555    51.5013 -15.3192 < 2.2e-16 ***
## as.factor(HOD)8  -805.2770    52.6743 -15.2879 < 2.2e-16 ***
## as.factor(HOD)9  -805.7412    52.5610 -15.3296 < 2.2e-16 ***
## as.factor(HOD)10 -788.5627    52.0203 -15.1587 < 2.2e-16 ***
## as.factor(HOD)11 -747.8484    50.3156 -14.8631 < 2.2e-16 ***
## as.factor(HOD)12 -630.5270    45.7333 -13.7870 < 2.2e-16 ***
## as.factor(HOD)13 -467.4912    40.7485 -11.4726 < 2.2e-16 ***
## as.factor(HOD)14 -335.7055    41.1873  -8.1507 3.618e-16 ***
## as.factor(HOD)15 -239.2770    44.0414  -5.4330 5.541e-08 ***
## as.factor(HOD)16 -186.5627    43.4708  -4.2917 1.773e-05 ***
## as.factor(HOD)17 -149.4912    44.1147  -3.3887 0.0007023 ***
## as.factor(HOD)18 -127.4198    43.7726  -2.9109 0.0036033 ** 
## as.factor(HOD)19  -42.9198    47.2581  -0.9082 0.3637724    
## as.factor(HOD)20   21.2945    52.8710   0.4028 0.6871226    
## as.factor(HOD)21   90.0802    58.2059   1.5476 0.1217154    
## as.factor(HOD)22   92.2588    61.5299   1.4994 0.1337664    
## as.factor(HOD)23   39.6516    59.0537   0.6715 0.5019337    
## as.factor(DOW)2   -33.9583    23.3575  -1.4539 0.1459875    
## as.factor(DOW)3    35.7162    25.9164   1.3781 0.1681635    
## as.factor(DOW)4    27.2604    23.1544   1.1773 0.2390628    
## as.factor(DOW)5     7.1563    22.8749   0.3128 0.7543999    
## as.factor(DOW)6    61.3229    24.7403   2.4787 0.0131874 *  
## as.factor(DOW)7    42.5417    25.6538   1.6583 0.0972570 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW       
##  Min.   :2016-12-08 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-12-11 12:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-12-15 00:00:00   Median :11.00   Median :4.000  
##  Mean   :2016-12-15 00:00:00   Mean   :11.47   Mean   :4.003  
##  3rd Qu.:2016-12-18 12:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-12-22 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            rate_calls           D1           idx       
##  Length:674         Min.   :   7.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 115.2   1st Qu.:0.0   1st Qu.:169.2  
##  Mode  :character   Median : 403.0   Median :0.5   Median :337.5  
##                     Mean   : 508.2   Mean   :0.5   Mean   :337.5  
##                     3rd Qu.: 740.8   3rd Qu.:1.0   3rd Qu.:505.8  
##                     Max.   :2046.0   Max.   :1.0   Max.   :674.0  
##        D2               DD        
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                  Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1095.479     49.587  22.0922 < 2.2e-16 ***
## D1               -431.497     21.164 -20.3882 < 2.2e-16 ***
## D2                 64.821     23.489   2.7596  0.005787 ** 
## DD                -40.479     29.908  -1.3534  0.175914    
## as.factor(HOD)1   -92.377     59.220  -1.5599  0.118784    
## as.factor(HOD)2  -224.020     54.339  -4.1226 3.746e-05 ***
## as.factor(HOD)3  -349.877     51.161  -6.8388 7.986e-12 ***
## as.factor(HOD)4  -520.306     48.508 -10.7262 < 2.2e-16 ***
## as.factor(HOD)5  -649.270     50.466 -12.8655 < 2.2e-16 ***
## as.factor(HOD)6  -750.449     56.199 -13.3534 < 2.2e-16 ***
## as.factor(HOD)7  -828.913     59.285 -13.9819 < 2.2e-16 ***
## as.factor(HOD)8  -875.842     60.520 -14.4720 < 2.2e-16 ***
## as.factor(HOD)9  -891.413     61.740 -14.4382 < 2.2e-16 ***
## as.factor(HOD)10 -894.449     62.058 -14.4131 < 2.2e-16 ***
## as.factor(HOD)11 -880.020     61.529 -14.3024 < 2.2e-16 ***
## as.factor(HOD)12 -829.842     59.119 -14.0369 < 2.2e-16 ***
## as.factor(HOD)13 -697.627     53.981 -12.9235 < 2.2e-16 ***
## as.factor(HOD)14 -509.270     47.680 -10.6810 < 2.2e-16 ***
## as.factor(HOD)15 -364.127     49.968  -7.2872 3.164e-13 ***
## as.factor(HOD)16 -230.270     65.603  -3.5101  0.000448 ***
## as.factor(HOD)17 -188.556     53.173  -3.5461  0.000391 ***
## as.factor(HOD)18 -155.092     52.958  -2.9286  0.003405 ** 
## as.factor(HOD)19 -118.877     54.026  -2.2004  0.027779 *  
## as.factor(HOD)20  -38.270     57.188  -0.6692  0.503369    
## as.factor(HOD)21   40.444     62.536   0.6467  0.517803    
## as.factor(HOD)22   90.444     68.306   1.3241  0.185473    
## as.factor(HOD)23   59.230     68.633   0.8630  0.388140    
## as.factor(DOW)2    31.813     29.540   1.0769  0.281513    
## as.factor(DOW)3    59.500     26.414   2.2526  0.024287 *  
## as.factor(DOW)4    57.979     27.174   2.1337  0.032871 *  
## as.factor(DOW)5   -51.515     24.648  -2.0900  0.036617 *  
## as.factor(DOW)6   -33.156     26.030  -1.2738  0.202743    
## as.factor(DOW)7    59.125     26.765   2.2091  0.027170 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD             DOW       
##  Min.   :2016-11-10 00:00:00   Min.   : 0.00   Min.   :1.000  
##  1st Qu.:2016-11-14 05:00:00   1st Qu.: 5.00   1st Qu.:2.000  
##  Median :2016-11-17 11:30:00   Median :11.50   Median :4.000  
##  Mean   :2016-11-17 06:44:19   Mean   :11.48   Mean   :4.089  
##  3rd Qu.:2016-11-20 18:00:00   3rd Qu.:17.00   3rd Qu.:6.000  
##  Max.   :2016-11-24 00:00:00   Max.   :23.00   Max.   :7.000  
##     series            rate_calls           D1           idx       
##  Length:628         Min.   :   8.0   Min.   :0.0   Min.   :  1.0  
##  Class :character   1st Qu.: 100.5   1st Qu.:0.0   1st Qu.:157.8  
##  Mode  :character   Median : 371.5   Median :0.5   Median :314.5  
##                     Mean   : 456.5   Mean   :0.5   Mean   :314.5  
##                     3rd Qu.: 683.0   3rd Qu.:1.0   3rd Qu.:471.2  
##                     Max.   :1481.0   Max.   :1.0   Max.   :628.0  
##        D2              DD        
##  Min.   :0.000   Min.   :0.0000  
##  1st Qu.:0.000   1st Qu.:0.0000  
##  Median :1.000   Median :0.0000  
##  Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1009.1234    47.2942  21.3371 < 2.2e-16 ***
## D1               -384.9315    19.1843 -20.0650 < 2.2e-16 ***
## D2                 13.4039    20.2336   0.6625  0.507679    
## DD                 -5.3602    25.8360  -0.2075  0.835644    
## as.factor(HOD)1   -71.9737    52.9318  -1.3597  0.173911    
## as.factor(HOD)2  -215.5891    46.0180  -4.6849 2.801e-06 ***
## as.factor(HOD)3  -383.3199    41.0447  -9.3391 < 2.2e-16 ***
## as.factor(HOD)4  -506.5507    41.9943 -12.0624 < 2.2e-16 ***
## as.factor(HOD)5  -624.3584    43.4774 -14.3605 < 2.2e-16 ***
## as.factor(HOD)6  -731.2814    47.7009 -15.3306 < 2.2e-16 ***
## as.factor(HOD)7  -783.5507    51.0673 -15.3435 < 2.2e-16 ***
## as.factor(HOD)8  -808.6660    52.5286 -15.3948 < 2.2e-16 ***
## as.factor(HOD)9  -816.8199    53.0217 -15.4054 < 2.2e-16 ***
## as.factor(HOD)10 -808.5122    52.8584 -15.2958 < 2.2e-16 ***
## as.factor(HOD)11 -805.1660    52.9396 -15.2091 < 2.2e-16 ***
## as.factor(HOD)12 -739.2430    49.9902 -14.7878 < 2.2e-16 ***
## as.factor(HOD)13 -613.8584    45.0837 -13.6160 < 2.2e-16 ***
## as.factor(HOD)14 -423.8584    39.7008 -10.6763 < 2.2e-16 ***
## as.factor(HOD)15 -316.4353    41.6798  -7.5921 3.149e-14 ***
## as.factor(HOD)16 -278.6654    49.5248  -5.6268 1.836e-08 ***
## as.factor(HOD)17 -173.7677    44.7186  -3.8858  0.000102 ***
## as.factor(HOD)18 -151.7677    46.8245  -3.2412  0.001190 ** 
## as.factor(HOD)19 -108.9985    47.8167  -2.2795  0.022637 *  
## as.factor(HOD)20  -63.6908    49.4545  -1.2879  0.197793    
## as.factor(HOD)21   16.7707    54.1083   0.3099  0.756601    
## as.factor(HOD)22   60.7323    57.4398   1.0573  0.290365    
## as.factor(HOD)23   39.2707    58.5442   0.6708  0.502355    
## as.factor(DOW)2    11.0659    29.5999   0.3738  0.708517    
## as.factor(DOW)3    18.9513    28.9261   0.6552  0.512364    
## as.factor(DOW)4    45.0034    29.7438   1.5130  0.130271    
## as.factor(DOW)5   -22.8163    27.9535  -0.8162  0.414374    
## as.factor(DOW)6    15.6388    28.5090   0.5486  0.583311    
## as.factor(DOW)7    77.1784    29.6986   2.5987  0.009357 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

DOD Results

idx title model formula chgDate chgVal chgCoef.fit chgCoef.smry chgStd.smry chgZval.cfit chgPval.cfit s
1 Xbox - Hourly Chats model-did chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-11 0_10 -1.090746 -1.090746 5.208227 -0.2093403 0.8341826 |
2 Xbox - Hourly Chats model-did chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-18 10_30 13.050545 13.050545 4.750224 2.7504895 0.0059506 | **
3 Xbox - Hourly Chats model-did chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-01 30_50 -12.602071 -12.602071 5.121924 -2.4585385 0.0139504 | *
4 Xbox - Hourly Chats model-did chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-12-15 50_90 -14.844428 -14.844428 5.152242 -2.8793901 0.0039845 | **
5 Xbox - Hourly Chats model-did chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-17 content change 5.633562 5.633562 5.501670 1.0140484 0.3105597 |
6 Xbox - log(Hourly Chats) model-did log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-11 0_10 -1.090746 -1.090746 5.208227 -0.2093403 0.8341826 |
7 Xbox - log(Hourly Chats) model-did log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-18 10_30 13.050545 13.050545 4.750224 2.7504895 0.0059506 | **
8 Xbox - log(Hourly Chats) model-did log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-01 30_50 -12.602071 -12.602071 5.121924 -2.4585385 0.0139504 | *
9 Xbox - log(Hourly Chats) model-did log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-12-15 50_90 -14.844428 -14.844428 5.152242 -2.8793901 0.0039845 | **
10 Xbox - log(Hourly Chats) model-did log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-17 content change 5.633562 5.633562 5.501670 1.0140484 0.3105597 |
11 Xbox - Hourly Chat Rate per Session model-did rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-11 0_10 -1.090746 -1.090746 5.208227 -0.2093403 0.8341826 |
12 Xbox - Hourly Chat Rate per Session model-did rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-18 10_30 13.050545 13.050545 4.750224 2.7504895 0.0059506 | **
13 Xbox - Hourly Chat Rate per Session model-did rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-01 30_50 -12.602071 -12.602071 5.121924 -2.4585385 0.0139504 | *
14 Xbox - Hourly Chat Rate per Session model-did rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-12-15 50_90 -14.844428 -14.844428 5.152242 -2.8793901 0.0039845 | **
15 Xbox - Hourly Chat Rate per Session model-did rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-17 content change 5.633562 5.633562 5.501670 1.0140484 0.3105597 |
16 Xbox - Hourly Calls model-did calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-11 0_10 5.716532 5.716532 28.984000 0.1965471 0.8441820 |
17 Xbox - Hourly Calls model-did calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-18 10_30 2.027091 2.027091 26.967272 0.0751457 0.9400988 |
18 Xbox - Hourly Calls model-did calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-01 30_50 -46.050366 -46.050366 26.053854 -1.7669203 0.0772416 | .
19 Xbox - Hourly Calls model-did calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-12-15 50_90 -40.479149 -40.479149 29.908676 -1.3534429 0.1759142 |
20 Xbox - Hourly Calls model-did calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-17 content change -5.360160 -5.360160 25.776554 -0.2074683 0.8356441 |
21 Xbox - log(Hourly Calls) model-did log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-11 0_10 5.716532 5.716532 28.984000 0.1965471 0.8441820 |
22 Xbox - log(Hourly Calls) model-did log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-18 10_30 2.027091 2.027091 26.967272 0.0751457 0.9400988 |
23 Xbox - log(Hourly Calls) model-did log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-01 30_50 -46.050366 -46.050366 26.053854 -1.7669203 0.0772416 | .
24 Xbox - log(Hourly Calls) model-did log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-12-15 50_90 -40.479149 -40.479149 29.908676 -1.3534429 0.1759142 |
25 Xbox - log(Hourly Calls) model-did log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-17 content change -5.360160 -5.360160 25.776554 -0.2074683 0.8356441 |
26 Xbox - Hourly Call Rate per Session model-did rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-11 0_10 5.716532 5.716532 28.984000 0.1965471 0.8441820 |
27 Xbox - Hourly Call Rate per Session model-did rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-10-18 10_30 2.027091 2.027091 26.967272 0.0751457 0.9400988 |
28 Xbox - Hourly Call Rate per Session model-did rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-01 30_50 -46.050366 -46.050366 26.053854 -1.7669203 0.0772416 | .
29 Xbox - Hourly Call Rate per Session model-did rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-12-15 50_90 -40.479149 -40.479149 29.908676 -1.3534429 0.1759142 |
30 Xbox - Hourly Call Rate per Session model-did rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) 2016-11-17 content change -5.360160 -5.360160 25.776554 -0.2074683 0.8356441 |

Done

## [1] "Version 0.3 created on 29 Apr 2017 - 17:28:12 took 50.7 secs"